The announcement had been delivered with the usual bureaucratic blandness. Professor Anya Sharma was leaving for a position at a “world-renowned” institution. A fresh, new start for everyone.

James leaned back in his chair. He had long considered Sharma to be an overly-intellectual, detached academic. Her feedback was often cryptic, her expectations, impossibly high.

He ran a hand through his hair, dislodging a few stray strands. Good. Maybe now, he could finally make progress. The thought felt like a bitter pill, but swallowed down, and digested.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250