He stared at the objects laid out before him, a slow burn rising in his chest. A childhood drawing, a worn-out comic book, a keychain from a place he’d never visited. The time capsule sat on his desk, an unwelcome guest.

He ran a hand over his face, feeling the prickle of his beard. He wanted to smash the whole thing, to shatter it into a million pieces. He picked up the drawing, his fingers trembling.

He ripped it in half. Then again. And again, until the image was nothing but shreds of coloured paper. He dropped the pieces and stood. He wanted to burn everything.

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