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Cameron Berg

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#natural language process... Preprint Sep 2026

Language Models Act on Hidden Valence

Language models describe some internal states as good and others as bad. But whether models have a stake in them is an open question. Simply asking models is unlikely to be informative. Any answer may be consistent with genuine introspection, superficial pattern-matching, or with fixed scripts learned in character trai...

Cameron Berg, Caspar Kaiser · 0 citations
#explainable ai Preprint Sep 2026

The Pain Axis: LLMs Represent Self-Directed Harm and Act to Relieve It

Large language models sometimes behave in ways resembling human emotional responses, and recent work has identified internal representations that may explain this. We ask whether LLMs represent pain distinctly from fear, sadness, and generic negative valence, and whether this representation functions as pain would be e...

Valen Tagliabue, Leonard Dung, Cameron Berg · 2 citations

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