The list, written in her mother’s meticulous script, was a cruel joke. "Ride a hot air balloon." She was already late. It was all a performance, every single one of her mom’s passions. He'd picked it up just out of spite. His chest felt tight, constricted. A building frustration. He needed to get out, to run, to scream.

He crumpled the paper in his hand.

He knew what his next step would be. He shoved the crumpled list into his pocket. He would go to the bar. He slammed the door, the sound echoing through the empty house.

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