The cheap, plastic chairs in the art gallery dug into Elias’s back. He loathed the paintings, the pretentious atmosphere, and now, the other man standing across the room, looking equally lost. “Richard” had promised Elias a stimulating evening, a discussion of the avant-garde. This, however, was clearly not what he’d signed up for.

The other man approached, hesitatingly. His tie was askew. His face was a mask of confusion. Elias allowed himself a curt nod, a subtle tightening of his jaw. The shared disappointment was almost palpable.

"You… you’re also waiting for Richard?" the other man asked, his voice barely a whisper. Elias gave a sharp, decisive nod.

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