"He's got *who*?" David's voice was sharp, cutting through the pleasantries of the dinner table. His wife flinched. Little Michael, oblivious, continued shoveling spaghetti into his mouth. Mrs. Peterson. The name landed like a stone in his gut. He remembered her. Stiff, unyielding, and always ready to pounce on any perceived weakness.

He pushed his plate away, suddenly unable to eat. The thought of his son facing the same treatment, the same judgment, sent a cold shiver down his spine. He pictured her, tall and imposing, her eyes like chips of ice. The very thought made him feel sick.

He spent the evening pacing the living room, his hands shoved deep in his pockets. He found himself cataloging every perceived slight he'd experienced under her tenure, each instance of belittling and indifference.

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