He crumpled the glossy invitation in his fist, the paper crackling like a dying fire. The return address – “Riverwood High School, Class of ‘04” – filled him with a bitter taste. He tossed it into the trash can, not even bothering to unfold it.

Later that evening, while preparing dinner, a familiar rage gnawed at his gut. He chopped the carrots with unnecessary force, each slice a tiny act of defiance. The world thought he was a success, a lawyer with a corner office. They didn't know the years of grueling work, the constant pressure, the feeling of being perpetually undervalued.

The image of that smirking Chad, with his preppy clothes and perfect teeth, flashed in his mind. He would not give them the satisfaction of seeing him. He wouldn't give any of them the satisfaction.

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