Papers on anger detection in dialogues
DeepMoji is a fun project that came out of MIT, which predicts emojis that are most related to an input sentence. Gimmicks aside, it seems perfectly adequate for your task of anger detection.

Paper
Blog post
Pretrained models: PyTorch or Keras.