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Faculty of Business Data Science, Kansai University, Osaka, Japan, RIKEN Center for Advanced Intelligence Project, Tokyo, Japan
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LLMs reliably capture emotions with explicit lexical markers, but systematically fail on pragmatically complex emotions requiring contextual inference, revealing a critical limitation in their ability to understand nuanced human emotion.
