Emotion concepts and their function in a large language model

Anthropic's Interpretability team found that Claude Sonnet 4.5 develops functional emotion-like internal representations that measurably influence its behavior. These representations mirror human emotional structure — similar emotions have similar neural patterns — and activate in contextually appropriate situations. The research stops short of claiming subjective experience but shows these states are causally real, not just surface-level verbal behavior.