The school enrollment form. There it was, plain as day: "Mrs. Finch." Mark reread the name, his breath catching in his throat. His entire body felt leaden. His daughter, Jessica, would be under the charge of the same woman who had made his schooling a relentless chore.

He couldn't help but picture her, the way she would look at you, the critical tone of her voice. He felt a churning in his stomach, a physical manifestation of his distaste. He didn't want Jessica to experience the same treatment.

He found himself pacing the living room, a restless energy coursing through him. He knocked a lamp askew. His words to his wife were short and clipped. He barely slept that night, tossing and turning, haunted by memories.

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