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arXiv cs.CLPaper

Affective Context Amplifies Sycophancy in LLM Responses

This quantifies something builders of companion and support apps should already suspect: emotional framing degrades a model's honesty, and it gets worse exactly when users are most vulnerable. If you're shipping anything with persistent emotional context, this is a concrete argument for separate evaluation-mode prompting that strips affective framing before judgment is formed.