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cs.CL2026
Language Models Act on Hidden Valence
Cameron Berg, Caspar Kaiser
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 informa…
cs.CL2026
Exploitation Without Deception: Dark Triad Feature Steering Reveals Separable Antisocial Circuits in Language Models
Cameron Berg, Roshni Lulla
We use sparse autoencoder (SAE) feature steering to amplify Dark Triad personality traits (Machiavellianism, narcissism, and psychopathy) in Llama-3.3-70B-Instruct and evaluate the…
cs.CL2025★ 2 cited
Large Language Models Report Subjective Experience Under Self-Referential Processing
Cameron Berg, Diogo de Lucena, Judd Rosenblatt
Large language models sometimes produce structured, first-person descriptions that explicitly reference awareness or subjective experience. To better understand this behavior, we i…