He’d stumbled upon it by accident, a suggested profile on the app. He didn't recognize the username. But the profile picture, the girl with the long, dark hair, was a dead giveaway. His daughter, Maya. The photos showed a side of her he'd never seen. He had a tight feeling in his chest.

The air in the room felt thin, difficult to breathe. He wanted to rip the phone out of the wall. He stood up, pacing back and forth, the hardwood floors creaking beneath his feet. The silence of the house suddenly felt deafening.

He grabbed his keys and left.

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