The dog-eared manuscript lay on the kitchen table, a single word scrawled across the cover: "Amelia." He’d never even asked her name. James walked over, deliberately dragging his knuckles along the page. A tremor, a barely perceptible tightening in his jaw, was the only outward sign of the storm brewing inside.

He grabbed the nearest mug, a chipped ceramic monstrosity she’d insisted on keeping. He filled it with lukewarm coffee, not bothering to check the contents. He knew it would be weak, just the way she liked it. He took a long, exaggerated swallow, the bitter liquid doing little to soothe the rising heat in his chest.

The title page. "Her Perfect Husband." A sardonic snort escaped his lips. The sheer audacity. He flipped through the pages, his movements jerky, each turn a barely controlled act of aggression. The prose was…competent, he had to give her that. But the details. The liberties she’d taken with his personality, the things she’d *imagined* him saying, doing… it was revolting.

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