allenai/Olmo-3.1-32B-Instruct · external-label W/C v4

At each layer and name position, 280 relation representations are averaged over 100 nuisance names. Joint OLS with frozen external-LLM warmth and competence labels defines the W and C directions; seven-fold held-out projections measure label readout, while PCA describes the geometry of the same relation representations.