The interview panel droned on, their questions perfunctory. He glanced across the table at James, his competitor, and noticed the eager, overly earnest look on his face. The guy was practically vibrating with nervous energy.

He had to work hard to keep his own facial expression neutral, to prevent the sneer that threatened to surface. The whole process was transparent, a game of manufactured fairness.

Each positive remark they made about James felt like a personal insult, a confirmation of the obvious.

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