The worn envelope was addressed in clumsy, familiar handwriting, and Miss Evans’ jaw clenched. It was from Mark, the student who'd spent more time doodling in class than listening. He was now, apparently, a published novelist. She would have bet money he’d end up in prison.

She tore open the envelope with a dismissive flick of her wrist. Inside was a signed copy of his book. The cover featured a lurid painting of a woman in a red dress. She rolled her eyes.

She flipped through the pages, her lips pressed into a thin line. She scanned a few paragraphs, struggling to avoid a snicker. The writing was mediocre, the plot predictable. He’d probably self-published, she thought, and felt a strange sense of vindication.

She slammed the book shut, then picked up her pen, marking the book for donation.

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