The box of chocolates sat on Mr. Harding's desk, its ornate packaging almost obscene. He'd found it this morning, nestled amongst a pile of ungraded papers. It was a gift from Michael, a student who'd never said a kind word, who'd actively tried to undermine him.

He picked it up, the rich scent of cocoa a nauseating sweetness. He wanted to crush it, to rip the paper into shreds. He imagined Michael's smug face, the way he would have reveled in this gesture of… appreciation.

He forced himself to sit, staring out the window. The rain splattered against the glass, blurring the world outside. He had to calm down. He took a deep breath. He hated the chocolates.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273