concept
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concept:slider-metaphor-for-persona-vectorsSlider metaphor for persona vectors
The framing of persona vectors as dials that can be uniformly turned up or down; the paper argues this is an insufficient operationalization
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Papers (1)
paper
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- The slider metaphor for persona vectors is not the best operationalization; the right one is a mapclaim0.925The paper argues that framing persona vectors as uniform dials misses the layered structure of natural/steerable/intractable regimes
- The slider metaphor for steering traits is not the best operationalization; the right one is a map.quote0.799Load-bearing summary of the paper's core reframing claim
- Prior framework for monitoring and controlling character traits in LLMs via activation directions; this paper extends it to 275 roles
- Evidence that core representations like preferences are persona-relative, supporting claim that personas gate content of representations
- First of three hypotheses about persona implementation in LLMs, motivating the persona views
- A linear direction in a language model's activation space that encodes a specific personality trait, enabling monitoring and control of that trait
- Interpretive claim about the mechanistic role of persona vectors explaining emergent misalignment
- Rules out the confound that persona transitions merely reflect universal computational phase changes