The red "C-" glared back at Maya from the professor's scrawled handwriting. Her stomach churned, a cold knot forming in her gut. She jammed the paper into her bag, the crinkling sound grating on her ears. The room, usually buzzing with chatter after a test, felt suffocatingly silent. Everyone else seemed to be smiling, already celebrating their supposed successes. A vein pulsed in her forehead.

She marched out of the classroom, shoving past a group of giggling girls without a word. They recoiled, their conversation abruptly ending. Sunlight felt like an assault. Reaching her car, she slammed the door with a force that made the windows rattle.

She drove, the music blaring, the lyrics a meaningless wall of noise. Her knuckles were white on the steering wheel. The world felt wrong, distorted, like a funhouse mirror reflection of her own potential.

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