This repository compiles and surveys research on LLM attention head interpretability, covering topics like circuit analysis, chain-of-thought reasoning, and machine psychology in transformers. It serves as a knowledge hub for researchers studying how attention mechanisms contribute to LLM capabilities and behaviors, providing organized references to academic papers on this emerging subfield of LLM research.