The humid air pressed down on her, thick and suffocating. Clara felt a familiar weight in her chest, a knot of resentment she couldn't untangle. She hated the forced sociability of the yard sale, the incessant chatter, the pretense of goodwill.

She scanned the tables, her expression a mask of indifference. Then, she stopped. There, nestled among a pile of stuffed animals, was her childhood bear, Benjamin. He looked… pathetic. Dirty, his fur matted, his once vibrant blue ribbon faded to a dull grey.

A wave of frustration washed over her. She wanted to hurt something, to break something. She haggled over the price, driving it down as low as possible. She paid and then tossed the bear into a trash can she spotted down the street.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262