The email pinged, a shrill interruption to Mrs. Chen’s otherwise peaceful afternoon. She clicked on it with a grunt. An attachment. A photograph. A picture of her former student, Mark, now apparently a successful architect. And a thank you note, detailing how *she’d* inspired him.

She scanned the words, her eyes narrowed. The nerve! Mark, the boy who’d slept through half her lectures, who’d handed in assignments late, who’d scoffed at her suggestions, now thanking her?

She deleted the email without responding, the action a sharp click of finality. She felt a heat rising in her chest. She needed a drink. She grabbed her purse and slammed the door.

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