The phone vibrated insistently against the cold desk. A text from his mother, asking how he was doing. He ignored it. He was not doing good, not even remotely. Professor Silva was gone, vanished, and he was stuck here. The university, once a place of possibility, felt like a cage.

He stared out the window, at the distant green of the campus, feeling the familiar prickle of frustration. He ran a hand through his hair, the gesture rough and desperate. He wanted to scream, to rip something apart. He wanted to make someone pay for this.

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