Same Outcome, Different Readout: What Does a Steerable Valence Direction in LLMs Represent?

Weihan Li, Xinlei Chen, Yuhan Song +2

Decodability and successful activation steering do not, by themselves, establish what an internal direction represents. This gap is especially consequential for welfare-relevant in…