SRT-NLA · gpt-oss-20b — full input→output trace

Magic-number state grid over every layer & token · codebook retrieval decoding · AV best-of-K with honest centered scoring

Prompt

Generate tokens

8 256

Position stride (1 = decode every token)

1 8

factual · math · hedged/ambiguous · contested · register · affect-anger · affect-sadness · word-sense · contested-factual