The library felt suffocating, the air thick with judgment. Chloe’s heart hammered against her ribs, a frantic drumbeat of shame and anger. Her eyes darted around, searching for a face to blame, a target for her mounting frustration.

The accusation felt like a physical weight, pressing down on her shoulders. She wanted to shatter something, to destroy the evidence, to erase the very memory of her transgression. The other student's name, that student who stole her work, felt like a venomous insult.

Chloe’s breath hitched in her throat. She clenched and unclenched her fists, longing to scream until her voice was raw. This was the end. Her future was ruined. The bitter taste in her mouth became a constant.

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