The crisp white envelope felt brittle in Eleanor’s hand. Twenty years. Twenty years since Mark had humiliated her in front of the entire debate club, and now this. A cheap, perfumed scent clung to the paper, a sickeningly sweet odor that made her stomach clench. She almost threw it in the trash, but some perverse instinct, a need to prolong the feeling, kept her fingers wrapped around the thing.

She ripped the letter open with a violence that tore the thin paper, the edges jagged. The words swam before her eyes, a blur of apologetic prose that felt hollow and insincere. She crumpled the letter, her knuckles white, and squeezed it until it was a tiny ball. Then she tossed it in the fireplace, watching the flames consume the words, the smoke stinging her eyes.

A small smile touched her lips as she heard the fire crackle, and the heat began to emanate across her face.

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