Sarah slammed the car door, the sound echoing in the empty parking lot. Her fists were clenched so tightly her fingernails dug crescents into her palms. The audacity! After all these years, Ms. Periwinkle. The memory of her, looming, sharp-tongued, returned with startling clarity. Her daughter, Lily, would be under her thumb.

She imagined Lily, bright and bubbly, being slowly extinguished by Ms. Periwinkle's disapproval. The thought churned her insides. She didn't want to be civil, she wanted to confront her, lay bare the damage she had caused.

The school building loomed before her, a dark, imposing structure. Every creak of the door, every whispered conversation, felt like a personal affront. She walked towards the classroom, her steps heavy, each footfall a hammer blow against the silent hallway.

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