The cafeteria buzzed with a sound that grated on David’s nerves, a constant, irritating drone. He avoided eye contact, his jaw clenched, as the whispers swirled around him. The words, *plagiarism*, *copied*, hung in the air, aimed directly at him.

He picked at his sandwich, the food suddenly tasteless. He wanted to shout, to declare his innocence, to unleash the fury that was building inside him. The girl, the one who stole his work, was laughing with her friends.

David's vision blurred. He imagined a situation in which he could destroy this person, make her life a living hell. He squeezed his eyes shut and focused on breathing, the rapid rise and fall of his chest the only rhythm in the storm.

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