Sarah glared at the screen, the blinking cursor a tiny, irritating beacon. The university’s website, of all places. Her essay, “The Unfolding Map,” was featured prominently, complete with an embarrassingly positive review. She could feel the heat rising in her chest, a slow burn that started in her stomach.

She dragged the mouse, clicking on the download link. The file opened, and the words, once so carefully chosen, now seemed alien and… pathetic. The way they praised her “unique perspective” felt like a cruel joke.

“Unique?” she snorted, the sound sharp and dismissive. She clicked the ‘X’ to close the window, the movement abrupt and angry. The computer seemed to breathe a sigh of relief as she switched off, its job done. She felt nothing but a powerful aversion to everything she had written.

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