diff --git a/absorption/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/absorption/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..5bab654a531f4745482eedc4acefcf157514235f
--- /dev/null
+++ b/absorption/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "38150373-263e-4619-9708-905af9cdec46",
+  "datetime_epoch_millis": 1737715984854,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.21631138916136367,
+      "mean_full_absorption_score": 0.16653495489427034,
+      "mean_num_split_features": 1.0769230769230769,
+      "std_dev_absorption_fraction_score": 0.14889132747444278,
+      "std_dev_full_absorption_score": 0.14103000082413442,
+      "std_dev_num_split_features": 0.271746488194703
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.2450781561295366,
+      "full_absorption_rate": 0.12150943396226416,
+      "num_full_absorption": 322,
+      "num_probe_true_positives": 2650,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.06763701494377,
+      "full_absorption_rate": 0.01944792973651192,
+      "num_full_absorption": 31,
+      "num_probe_true_positives": 1594,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.3460964190072337,
+      "full_absorption_rate": 0.2660349854227405,
+      "num_full_absorption": 730,
+      "num_probe_true_positives": 2744,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "d",
+      "mean_absorption_fraction": 0.4428420836872461,
+      "full_absorption_rate": 0.3309438470728793,
+      "num_full_absorption": 554,
+      "num_probe_true_positives": 1674,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "e",
+      "mean_absorption_fraction": 0.2863905107228584,
+      "full_absorption_rate": 0.2309148264984227,
+      "num_full_absorption": 366,
+      "num_probe_true_positives": 1585,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "f",
+      "mean_absorption_fraction": 0.3861269935534667,
+      "full_absorption_rate": 0.24558452481076534,
+      "num_full_absorption": 292,
+      "num_probe_true_positives": 1189,
+      "num_split_features": 1
+    },
+    {
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+      "mean_absorption_fraction": 0.09186062944975212,
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+      "num_full_absorption": 39,
+      "num_probe_true_positives": 1119,
+      "num_split_features": 2
+    },
+    {
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+      "mean_absorption_fraction": 0.11649402804245552,
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+      "num_full_absorption": 1,
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "k",
+      "mean_absorption_fraction": 0.0027771797499733667,
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+      "num_full_absorption": 5,
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+    {
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+    {
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+    {
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "p",
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+      "num_full_absorption": 850,
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+    {
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "r",
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+      "full_absorption_rate": 0.2512048192771084,
+      "num_full_absorption": 417,
+      "num_probe_true_positives": 1660,
+      "num_split_features": 1
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+    {
+      "first_letter": "s",
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "t",
+      "mean_absorption_fraction": 0.17828057657153343,
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+      "num_probe_true_positives": 1694,
+      "num_split_features": 1
+    },
+    {
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+    {
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+      "num_full_absorption": 12,
+      "num_probe_true_positives": 803,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "w",
+      "mean_absorption_fraction": 0.26096639692531476,
+      "full_absorption_rate": 0.19337016574585636,
+      "num_full_absorption": 140,
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+      "num_split_features": 1
+    },
+    {
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+      "num_probe_true_positives": 103,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "y",
+      "mean_absorption_fraction": 0.04314698800298379,
+      "full_absorption_rate": 0.017964071856287425,
+      "num_full_absorption": 3,
+      "num_probe_true_positives": 167,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "z",
+      "mean_absorption_fraction": 0.07171516810605383,
+      "full_absorption_rate": 0.05241935483870968,
+      "num_full_absorption": 13,
+      "num_probe_true_positives": 248,
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+  ],
+  "sae_bench_commit_hash": "f2d1d982515d2dee706eb23a1ca459b308988764",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_2",
+  "sae_lens_version": "5.3.2",
+  "sae_cfg_dict": {
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+    "d_in": 2304,
+    "d_sae": 65536,
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+    "hook_head_index": null,
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+    "apply_b_dec_to_input": null,
+    "finetuning_scaling_factor": null,
+    "activation_fn_str": "",
+    "prepend_bos": true,
+    "normalize_activations": "none",
+    "dtype": "bfloat16",
+    "device": "",
+    "dataset_path": "",
+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
+      null
+    ],
+    "training_tokens": -100000,
+    "sae_lens_training_version": null,
+    "neuronpedia_id": null
+  },
+  "eval_result_unstructured": null
+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7b7dd8153d426261396b5b95785974ab199170a
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "10ac0aa1-ceb3-4c0c-8525-be7a70bb3697",
+  "datetime_epoch_millis": 1737062316439,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.11950847593966478,
+      "mean_full_absorption_score": 0.16479118721852162,
+      "mean_num_split_features": 1.4615384615384615,
+      "std_dev_absorption_fraction_score": 0.10322895406591728,
+      "std_dev_full_absorption_score": 0.11657574845566746,
+      "std_dev_num_split_features": 1.1038394532093598
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.06234240169124326,
+      "full_absorption_rate": 0.08367885412740295,
+      "num_full_absorption": 222,
+      "num_probe_true_positives": 2653,
+      "num_split_features": 1
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+    {
+      "first_letter": "b",
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+      "full_absorption_rate": 0.03773584905660377,
+      "num_full_absorption": 58,
+      "num_probe_true_positives": 1537,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.16540740940383142,
+      "full_absorption_rate": 0.36570397111913355,
+      "num_full_absorption": 1013,
+      "num_probe_true_positives": 2770,
+      "num_split_features": 4
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+    {
+      "first_letter": "d",
+      "mean_absorption_fraction": 0.2529856429072835,
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+      "num_probe_true_positives": 1653,
+      "num_split_features": 4
+    },
+    {
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+      "num_probe_true_positives": 1504,
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+    {
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+    {
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..1afcb85f5d802df3cc4f1724884838a7b82cd913
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 16,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "36c901eb-fd9d-4248-a345-6528e09814d5",
+  "datetime_epoch_millis": 1737144751919,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.057866464558825804,
+      "mean_full_absorption_score": 0.025326571771609675,
+      "mean_num_split_features": 1.2307692307692308,
+      "std_dev_absorption_fraction_score": 0.14178350447530083,
+      "std_dev_full_absorption_score": 0.07866881455590208,
+      "std_dev_num_split_features": 0.5144077999169381
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.002487964381935123,
+      "full_absorption_rate": 0.0035266457680250786,
+      "num_full_absorption": 9,
+      "num_probe_true_positives": 2552,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.00045833659915553,
+      "full_absorption_rate": 0.0006418485237483953,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 1558,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.0,
+      "full_absorption_rate": 0.0003633720930232558,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 2752,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "d",
+      "mean_absorption_fraction": 0.002157712003656013,
+      "full_absorption_rate": 0.00351288056206089,
+      "num_full_absorption": 6,
+      "num_probe_true_positives": 1708,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "e",
+      "mean_absorption_fraction": 0.6709116509086638,
+      "full_absorption_rate": 0.39382482671707625,
+      "num_full_absorption": 625,
+      "num_probe_true_positives": 1587,
+      "num_split_features": 1
+    },
+    {
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+    {
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+    },
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+    {
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+    {
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+      "num_split_features": 1
+    },
+    {
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+    {
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+    },
+    {
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+      "full_absorption_rate": 0.0,
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+      "num_probe_true_positives": 149,
+      "num_split_features": 2
+    },
+    {
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+      "mean_absorption_fraction": 0.12167767683060614,
+      "full_absorption_rate": 0.030973451327433628,
+      "num_full_absorption": 7,
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+  ],
+  "sae_bench_commit_hash": "141aff72928f7588c1451bed47c401e1d565d471",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matryoshka_gemma-2-2b-16k-v2_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7",
+  "sae_lens_version": "5.3.1",
+  "sae_cfg_dict": {
+    "model_name": "gemma-2-2b",
+    "d_in": 2304,
+    "d_sae": 16384,
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+    "hook_name": "blocks.12.hook_resid_post",
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+    "hook_head_index": null,
+    "architecture": "matryoshka_batch_topk",
+    "apply_b_dec_to_input": null,
+    "finetuning_scaling_factor": null,
+    "activation_fn_str": "",
+    "prepend_bos": true,
+    "normalize_activations": "none",
+    "dtype": "bfloat16",
+    "device": "",
+    "dataset_path": "",
+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
+      null
+    ],
+    "training_tokens": -100000,
+    "sae_lens_training_version": null,
+    "neuronpedia_id": null
+  },
+  "eval_result_unstructured": null
+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a598c3243de0951c04b91bf39da3a7dac3d9714
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 16,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "75a05da9-de20-4b70-a8d5-1c61b408d69c",
+  "datetime_epoch_millis": 1737143072170,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.16010014159920063,
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+      "mean_num_split_features": 1.8076923076923077,
+      "std_dev_absorption_fraction_score": 0.16260351157228736,
+      "std_dev_full_absorption_score": 0.16385069027460206,
+      "std_dev_num_split_features": 1.5496897952617683
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
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+      "full_absorption_rate": 0.07210031347962383,
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+      "num_probe_true_positives": 2552,
+      "num_split_features": 1
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+    {
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+      "mean_absorption_fraction": 0.010057645200647558,
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+      "num_full_absorption": 30,
+      "num_probe_true_positives": 1558,
+      "num_split_features": 1
+    },
+    {
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+      "mean_absorption_fraction": 0.1678861397132887,
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+      "num_probe_true_positives": 2752,
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+    {
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+    {
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..377dfce2060330ecf100656f1161f02cfb257d86
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
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diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7fb1818734256e4fdea8346d4bc9ce6ed8f018e
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
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+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
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+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
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+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "f3307d7f-1f41-4ba2-99d3-74fbd215cd18",
+  "datetime_epoch_millis": 1736884809532,
+  "eval_result_metrics": {
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+  "eval_result_details": [
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4c281e7639b832dbd2c214b63f9ca4b1fff3698
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
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+    "llm_batch_size": 32,
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+  "eval_result_details": [
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+    {
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+    {
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+    "dataset_trust_remote_code": true,
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..1016db08cecae6d4985190e748b017038caf6d69
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
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+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
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+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "fc74a65a-6c5e-4025-86a3-996bdaf4be41",
+  "datetime_epoch_millis": 1737146564617,
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+  "eval_result_details": [
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..179f85379c23250518a0a7eac181ddfde0ef2a2c
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
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+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
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+  },
+  "eval_result_details": [
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+      "num_probe_true_positives": 1612,
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+    },
+    {
+      "first_letter": "e",
+      "mean_absorption_fraction": 0.24458912022480356,
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+      "num_full_absorption": 555,
+      "num_probe_true_positives": 1579,
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+    },
+    {
+      "first_letter": "f",
+      "mean_absorption_fraction": 0.2899920449664048,
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+      "num_full_absorption": 472,
+      "num_probe_true_positives": 1240,
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+    },
+    {
+      "first_letter": "g",
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+      "num_split_features": 2
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+    {
+      "first_letter": "h",
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+      "num_full_absorption": 112,
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+    {
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+    {
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+    {
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+  ],
+  "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f",
+  "sae_lens_id": "custom_sae",
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+    "dataset_trust_remote_code": true,
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..e185daba19990066df38f3610bba7c3ad92e1dce
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "4129bae7-ee15-49f3-b87e-21be04a590f0",
+  "datetime_epoch_millis": 1737355923951,
+  "eval_result_metrics": {
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+      "mean_full_absorption_score": 0.005145295966143431,
+      "mean_num_split_features": 1.3846153846153846,
+      "std_dev_absorption_fraction_score": 0.07104804397730755,
+      "std_dev_full_absorption_score": 0.012947103715190983,
+      "std_dev_num_split_features": 0.5710988059467872
+    }
+  },
+  "eval_result_details": [
+    {
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+      "num_split_features": 2
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+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.0001864197898502732,
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+      "num_split_features": 1
+    },
+    {
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+    {
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c79cd8dbb0b5842585127804a870921a0d94e3a
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "c8d046ab-1f1b-427f-aefc-6b222cc35e18",
+  "datetime_epoch_millis": 1737357448410,
+  "eval_result_metrics": {
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+      "std_dev_absorption_fraction_score": 0.2655494765339549,
+      "std_dev_full_absorption_score": 0.08278261228595941,
+      "std_dev_num_split_features": 0.36794648440311994
+    }
+  },
+  "eval_result_details": [
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+      "mean_absorption_fraction": 0.0005312471761534604,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
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+      "num_split_features": 2
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+    {
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+      "num_split_features": 1
+    },
+    {
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+    {
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+      "num_probe_true_positives": 1240,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "g",
+      "mean_absorption_fraction": 0.00664703270777458,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
+      "num_probe_true_positives": 1092,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "h",
+      "mean_absorption_fraction": 0.014246394654118021,
+      "full_absorption_rate": 0.0009823182711198428,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 1018,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "i",
+      "mean_absorption_fraction": 0.0016493215371671294,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
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+      "num_split_features": 2
+    },
+    {
+      "first_letter": "j",
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+      "full_absorption_rate": 0.2608695652173913,
+      "num_full_absorption": 114,
+      "num_probe_true_positives": 437,
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+    },
+    {
+      "first_letter": "k",
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+    {
+      "first_letter": "l",
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+    },
+    {
+      "first_letter": "m",
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+    {
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+    },
+    {
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+      "full_absorption_rate": 0.0,
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+    },
+    {
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+    },
+    {
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+    },
+    {
+      "first_letter": "r",
+      "mean_absorption_fraction": 0.0,
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+      "num_full_absorption": 0,
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+    },
+    {
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+    },
+    {
+      "first_letter": "t",
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+      "full_absorption_rate": 0.0,
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+    {
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+    },
+    {
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "w",
+      "mean_absorption_fraction": 0.0007225358978194591,
+      "full_absorption_rate": 0.0,
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "x",
+      "mean_absorption_fraction": 0.5254906472083354,
+      "full_absorption_rate": 0.0,
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+    },
+    {
+      "first_letter": "y",
+      "mean_absorption_fraction": 0.8721548257359731,
+      "full_absorption_rate": 0.3246753246753247,
+      "num_full_absorption": 50,
+      "num_probe_true_positives": 154,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "z",
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+      "full_absorption_rate": 0.13545816733067728,
+      "num_full_absorption": 34,
+      "num_probe_true_positives": 251,
+      "num_split_features": 1
+    }
+  ],
+  "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4",
+  "sae_lens_version": "5.3.2",
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+    "d_sae": 65536,
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+    "normalize_activations": "none",
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+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
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+    "sae_lens_training_version": null,
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..2048f64323210944db55c92632a1a65acefffd81
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "fb220e43-8287-4427-bce7-d040e41e7615",
+  "datetime_epoch_millis": 1737344256087,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.29261769128319304,
+      "mean_full_absorption_score": 0.31437413157913774,
+      "mean_num_split_features": 1.9615384615384615,
+      "std_dev_absorption_fraction_score": 0.19625516319114142,
+      "std_dev_full_absorption_score": 0.18853216044732574,
+      "std_dev_num_split_features": 1.076318511622623
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.4208755291980752,
+      "full_absorption_rate": 0.34683357879234167,
+      "num_full_absorption": 942,
+      "num_probe_true_positives": 2716,
+      "num_split_features": 4
+    },
+    {
+      "first_letter": "b",
+      "mean_absorption_fraction": 0.22656275587439184,
+      "full_absorption_rate": 0.22837150127226463,
+      "num_full_absorption": 359,
+      "num_probe_true_positives": 1572,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.4233915528778119,
+      "full_absorption_rate": 0.43850072780203786,
+      "num_full_absorption": 1205,
+      "num_probe_true_positives": 2748,
+      "num_split_features": 4
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+    {
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+    },
+    {
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+      "mean_absorption_fraction": 0.3335959883706307,
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+    {
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+  "sae_lens_id": "custom_sae",
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..18a074f0942a1d77a75dce28e22fbf18761a24da
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "b3701f4e-874b-4f7c-b91c-af8bd0f1d71d",
+  "datetime_epoch_millis": 1737357931100,
+  "eval_result_metrics": {
+    "mean": {
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+      "mean_full_absorption_score": 0.0385340599551796,
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+      "std_dev_absorption_fraction_score": 0.2461647705798212,
+      "std_dev_full_absorption_score": 0.15178429810904315,
+      "std_dev_num_split_features": 0.4296689244236597
+    }
+  },
+  "eval_result_details": [
+    {
+      "first_letter": "a",
+      "mean_absorption_fraction": 0.0048470012948089196,
+      "full_absorption_rate": 0.0003681885125184094,
+      "num_full_absorption": 1,
+      "num_probe_true_positives": 2716,
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+    {
+      "first_letter": "b",
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+      "num_probe_true_positives": 1572,
+      "num_split_features": 1
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+    {
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+    {
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+      "num_split_features": 1
+    },
+    {
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+    {
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+    },
+    {
+      "first_letter": "k",
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+    {
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+    },
+    {
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+    {
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+    {
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+    {
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+    {
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+    },
+    {
+      "first_letter": "r",
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+    {
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+    },
+    {
+      "first_letter": "t",
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+    {
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+      "num_split_features": 1
+    },
+    {
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+      "full_absorption_rate": 0.0,
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+    },
+    {
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+    },
+    {
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+      "full_absorption_rate": 0.22727272727272727,
+      "num_full_absorption": 35,
+      "num_probe_true_positives": 154,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "z",
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+      "full_absorption_rate": 0.0199203187250996,
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+    }
+  ],
+  "sae_bench_commit_hash": "a0fb5e90a82a0414ca9be0511ec3df44af433f2f",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4",
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+    "d_sae": 65536,
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+    "finetuning_scaling_factor": null,
+    "activation_fn_str": "",
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+    "normalize_activations": "none",
+    "dtype": "bfloat16",
+    "device": "",
+    "dataset_path": "",
+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
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+    "sae_lens_training_version": null,
+    "neuronpedia_id": null
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..dec53f40f3f06a803ca05275f897b3dbca04edef
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "ad67d0cb-0611-4c9a-9210-e0d57d124247",
+  "datetime_epoch_millis": 1737152802689,
+  "eval_result_metrics": {
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+      "std_dev_absorption_fraction_score": 0.10475230110253575,
+      "std_dev_full_absorption_score": 0.10743902386960608,
+      "std_dev_num_split_features": 0.5144077999169381
+    }
+  },
+  "eval_result_details": [
+    {
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+    {
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+      "num_full_absorption": 12,
+      "num_probe_true_positives": 1612,
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+    {
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..44b8b2ca766bfc696671e199a7bcf17fb659e768
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
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+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "80cdb14d-fdd9-4db4-b146-eff7ea6f2506",
+  "datetime_epoch_millis": 1737159128768,
+  "eval_result_metrics": {
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+      "std_dev_absorption_fraction_score": 0.33253008031178505,
+      "std_dev_full_absorption_score": 0.1382255006289732,
+      "std_dev_num_split_features": 0.6176879969195302
+    }
+  },
+  "eval_result_details": [
+    {
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+    {
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+    {
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+      "num_probe_true_positives": 1206,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "m",
+      "mean_absorption_fraction": 0.008468339719741879,
+      "full_absorption_rate": 0.0011337868480725624,
+      "num_full_absorption": 2,
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+    },
+    {
+      "first_letter": "n",
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+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
+      "num_probe_true_positives": 855,
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+    },
+    {
+      "first_letter": "o",
+      "mean_absorption_fraction": 0.001673586026475457,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
+      "num_probe_true_positives": 1119,
+      "num_split_features": 2
+    },
+    {
+      "first_letter": "p",
+      "mean_absorption_fraction": 0.0007716566778624874,
+      "full_absorption_rate": 0.0,
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+    },
+    {
+      "first_letter": "q",
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+      "num_probe_true_positives": 185,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "r",
+      "mean_absorption_fraction": 0.0,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "s",
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+      "full_absorption_rate": 0.0,
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "t",
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+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
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+    {
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+      "num_split_features": 1
+    },
+    {
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+      "full_absorption_rate": 0.0,
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+      "num_split_features": 2
+    },
+    {
+      "first_letter": "w",
+      "mean_absorption_fraction": 0.2730508462229912,
+      "full_absorption_rate": 0.0,
+      "num_full_absorption": 0,
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+      "num_split_features": 1
+    },
+    {
+      "first_letter": "x",
+      "mean_absorption_fraction": 0.9861380181372125,
+      "full_absorption_rate": 0.5339805825242718,
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+      "num_probe_true_positives": 103,
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+    },
+    {
+      "first_letter": "y",
+      "mean_absorption_fraction": 0.8763408534727982,
+      "full_absorption_rate": 0.18292682926829268,
+      "num_full_absorption": 30,
+      "num_probe_true_positives": 164,
+      "num_split_features": 1
+    },
+    {
+      "first_letter": "z",
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+      "full_absorption_rate": 0.4642857142857143,
+      "num_full_absorption": 117,
+      "num_probe_true_positives": 252,
+      "num_split_features": 1
+    }
+  ],
+  "sae_bench_commit_hash": "e2b0b3c57a3d256998f8bda15cdb21542f226d1a",
+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5",
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+    "d_sae": 65536,
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+    "dataset_path": "",
+    "dataset_trust_remote_code": true,
+    "seqpos_slice": [
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+}
\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..dfb76994c6efc83aa51e3d461c4c154f993945f2
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
+  },
+  "eval_id": "38a881df-8bea-49f9-893e-8e4b1eaa2f0a",
+  "datetime_epoch_millis": 1737345913620,
+  "eval_result_metrics": {
+    "mean": {
+      "mean_absorption_fraction_score": 0.3565078515854555,
+      "mean_full_absorption_score": 0.3932050920010584,
+      "mean_num_split_features": 2.6153846153846154,
+      "std_dev_absorption_fraction_score": 0.22811311308114496,
+      "std_dev_full_absorption_score": 0.22154949785725986,
+      "std_dev_num_split_features": 2.0411158335954003
+    }
+  },
+  "eval_result_details": [
+    {
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+      "mean_absorption_fraction": 0.5481689888255246,
+      "full_absorption_rate": 0.4681764935572042,
+      "num_full_absorption": 1199,
+      "num_probe_true_positives": 2561,
+      "num_split_features": 9
+    },
+    {
+      "first_letter": "b",
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+      "num_full_absorption": 882,
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+      "num_split_features": 3
+    },
+    {
+      "first_letter": "c",
+      "mean_absorption_fraction": 0.6060791911531479,
+      "full_absorption_rate": 0.6290726817042607,
+      "num_full_absorption": 1757,
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+      "num_split_features": 5
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+    {
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+    {
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+  "sae_lens_id": "custom_sae",
+  "sae_lens_release_id": "matroyshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0",
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..070b674ded3cf36630aef9c015930170a5efb568
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+  "eval_type_id": "absorption_first_letter",
+  "eval_config": {
+    "model_name": "gemma-2-2b",
+    "random_seed": 42,
+    "f1_jump_threshold": 0.03,
+    "max_k_value": 10,
+    "prompt_template": "{word} has the first letter:",
+    "prompt_token_pos": -6,
+    "llm_batch_size": 32,
+    "llm_dtype": "bfloat16",
+    "k_sparse_probe_l1_decay": 0.01,
+    "k_sparse_probe_batch_size": 4096,
+    "k_sparse_probe_num_epochs": 50
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+  "eval_id": "f78332dc-8fa5-4ab2-a832-cb2aa5b83df1",
+  "datetime_epoch_millis": 1737351601365,
+  "eval_result_metrics": {
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+      "std_dev_absorption_fraction_score": 0.03187937578644841,
+      "std_dev_full_absorption_score": 0.0063248183262794655,
+      "std_dev_num_split_features": 0.3258125936084211
+    }
+  },
+  "eval_result_details": [
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+      "mean_absorption_fraction": 0.01310889994884943,
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+    {
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+    {
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+    {
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a47cb5939699fb603250e442ea91ce08f4420d1
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
+    "eval_config": {
+        "model_name": "gemma-2-2b",
+        "random_seed": 42,
+        "f1_jump_threshold": 0.03,
+        "max_k_value": 10,
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+        "llm_batch_size": 32,
+        "llm_dtype": "bfloat16",
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+        "k_sparse_probe_batch_size": 4096,
+        "k_sparse_probe_num_epochs": 50
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+    "eval_id": "b3415f1d-7ee8-4649-8a20-93ab4f82299f",
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a52c99dd09dc801faa23995c2f4286914624084d
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
@@ -0,0 +1,268 @@
+{
+    "eval_type_id": "absorption_first_letter",
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+    "datetime_epoch_millis": 1736994263051,
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+    "eval_result_details": [
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+        {
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+        {
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c176295b419c9feb6c3acd03e33f5df7cbe5fa06
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
+    "eval_config": {
+        "model_name": "gemma-2-2b",
+        "random_seed": 42,
+        "f1_jump_threshold": 0.03,
+        "max_k_value": 10,
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+        "llm_batch_size": 32,
+        "llm_dtype": "bfloat16",
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+        "k_sparse_probe_batch_size": 4096,
+        "k_sparse_probe_num_epochs": 50
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+    "eval_id": "7fb4a5b0-ada3-46e6-b990-d5449bd96f15",
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+    "eval_result_details": [
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef060c8ef87901d35ee5f2a8bc778c343b170c5c
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
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+    "eval_result_details": [
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+        },
+        {
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+            "num_probe_true_positives": 734,
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+        },
+        {
+            "first_letter": "w",
+            "mean_absorption_fraction": 0.03562512785006268,
+            "full_absorption_rate": 0.008683068017366137,
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+            "num_probe_true_positives": 691,
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+        {
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+        },
+        {
+            "first_letter": "y",
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+            "full_absorption_rate": 0.0,
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+        {
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+            "num_probe_true_positives": 240,
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+    "sae_lens_id": "custom_sae",
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e0267d46eb59ffd052832058f03a7d1c9e14973
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_1_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
+    "eval_config": {
+        "model_name": "gemma-2-2b",
+        "random_seed": 42,
+        "f1_jump_threshold": 0.03,
+        "max_k_value": 10,
+        "prompt_template": "{word} has the first letter:",
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+        "llm_batch_size": 32,
+        "llm_dtype": "bfloat16",
+        "k_sparse_probe_l1_decay": 0.01,
+        "k_sparse_probe_batch_size": 4096,
+        "k_sparse_probe_num_epochs": 50
+    },
+    "eval_id": "3c7e92e3-0dc7-4447-81bb-e79efe754271",
+    "datetime_epoch_millis": 1736883507788,
+    "eval_result_metrics": {
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+            "mean_full_absorption_score": 0.04335073924604073,
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+    },
+    "eval_result_details": [
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+        {
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+        {
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..20b63eafcbfd460f465e01ace0f085780e4ed296
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
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+        "f1_jump_threshold": 0.03,
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+            "num_probe_true_positives": 144,
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8822f09f9061683dbf1b8905e5b8fab54495208
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
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+    "eval_config": {
+        "model_name": "gemma-2-2b",
+        "random_seed": 42,
+        "f1_jump_threshold": 0.03,
+        "max_k_value": 10,
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+        "llm_dtype": "bfloat16",
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+        "k_sparse_probe_batch_size": 4096,
+        "k_sparse_probe_num_epochs": 50
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+    "eval_id": "9ec3fb53-3f79-4257-9945-71017cc15485",
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+    "eval_result_details": [
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\ No newline at end of file
diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa0c2921239b4d6333cb20105dc13f60a4b0ff00
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@@ -0,0 +1,265 @@
+{
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diff --git a/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..942f10801da8368ae70e1c788705a479bb178e0d
--- /dev/null
+++ b/absorption/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_temp_3_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
@@ -0,0 +1,265 @@
+{
+    "eval_type_id": "absorption_first_letter",
+    "eval_config": {
+        "model_name": "gemma-2-2b",
+        "random_seed": 42,
+        "f1_jump_threshold": 0.03,
+        "max_k_value": 10,
+        "prompt_template": "{word} has the first letter:",
+        "prompt_token_pos": -6,
+        "llm_batch_size": 32,
+        "llm_dtype": "bfloat16",
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+        "k_sparse_probe_batch_size": 4096,
+        "k_sparse_probe_num_epochs": 50
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+    "eval_id": "1e9cc9fc-9f15-4434-8421-e7518b20bdc5",
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+    "eval_result_details": [
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+            "num_split_features": 2
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+        {
+            "first_letter": "b",
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+        {
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+        {
+            "first_letter": "d",
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diff --git a/core/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
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diff --git a/core/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_0121_MatryoshkaBatchTopKTrainer_gemma_batch_topk_65k_google_gemma-2-2b_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..12835c25f8f18a2050b26a52c1afce0880d4035b
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2-random-10_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..5afd02a3cbb18776e53f4d4f8056a5af98aa29fe
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..dbb862b87dd027acd6425b4ba63d114165709330
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+++ b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_6_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb06e5a83da0e8cbeb9cd65bf413db947842e2cc
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+++ b/core/matryoshka_gemma-2-2b-16k-v2-random-3_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_8_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_11_custom_sae_eval_results.json
new file mode 100644
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_7_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1715b23800d2aad20024e9b006bb9f1a8b64f15
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2-random-5_matryoshka_google_gemma-2-2b_random_matryoshka_batch_top_k_resid_post_layer_12_trainer_9_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..4dfae20024d84c097f0fa5abcbda130e3bc96955
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c3c0190570583d87c4e30a339f3e9df4ca605667
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..c672d08fd376b95bc7c2b9a74d5a26cbbfd3c41c
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_BatchTopKTrainer_baseline_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb6ddd5a205114809ab72b8ac796c1c30b0ccc06
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a90935752ac818c9031b7dd19ee03bfb6bd5be61
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_10_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c491c3dff93d39b4e3b216e36f3f559484b1dbe
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..28c16d7daa1d2484e17b149fb0864f9880bef526
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e55c3d92accb614669b0a27a13aa520b23da1ab
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_3_fixed_groups_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_5_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..cbaf32a5b3026e1f82b1b047677b48b050b89d86
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_10_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..6dd1678f137fbb6968a63977e8cfc8abde31e2b7
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_0_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..a292a80c134b5c54a6b927699662800cb04eab7f
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_3_fixed_groups__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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\ No newline at end of file
diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc93e853f05696ebe1a5f1aee005baa05be05a6d
--- /dev/null
+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..918747fa9539e4e9c9880a454b53d7f2fb01ddd7
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..94d8d3f08193264fc41c6dca9e46d8e89646c8e2
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+++ b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1000_google_gemma-2-2b_ctx1024_0117_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..132d49eea15271dc290a68bec7753392c40ca918
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5aefcb229800529c57eb07c1177574a7493b8ca
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_65k_temp1__google_gemma-2-2b_matryoshka_batch_top_k_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b530df0f04eb7940f125fd77372020ccec49f10
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_1_custom_sae_eval_results.json
new file mode 100644
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_2_custom_sae_eval_results.json
new file mode 100644
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_notemp_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa33356944d65a0aba1d14a0550a9d03d884f7a2
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new file mode 100644
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_3_custom_sae_eval_results.json
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diff --git a/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json b/core/matryoshka_gemma-2-2b-16k-v2_MatryoshkaBatchTopKTrainer_stop_grads_v2_google_gemma-2-2b_ctx1024_0114_resid_post_layer_12_trainer_4_custom_sae_eval_results.json
new file mode 100644
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new file mode 100644
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new file mode 100644
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