Frontier LLMs over-express engaging emotions relative to disengaging ones and generate deterministic responses that fail to match the cultural and individual diversity observed in human social emotion expression.
Aware yet biased: Investigating emotional reasoning and appraisal bias in large language models,
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Expressing Social Emotions: Misalignment Between LLMs and Human Cultural Emotion Norms
Frontier LLMs over-express engaging emotions relative to disengaging ones and generate deterministic responses that fail to match the cultural and individual diversity observed in human social emotion expression.