The size of the latent space is not seen to have a drastic impact on the sequence similarity of peptides found in a local neighbourhood for any of the models. An interesting dynamic is displayed for the some models, in which as the center of the latent space is approached the samples become slightly more diverse. This is seen by the "U" shape seen especially in the RNN, and WAE models. This is likely due to the Gaussian nature of the space packing more peptides near the center thus increasing sampling diversity.