The school felt smaller than he remembered. He gripped the steering wheel so hard his knuckles were white. The parking lot was a concrete jungle, and he felt a primal urge to tear through it, just to *do* something. He’d barely managed a civil nod to Mrs. Gable at the front desk.

He’d known, of course. He’d known the teacher’s name. He'd just... hoped. He pushed open the classroom door, the hinges protesting.

There she was. Mrs. Peterson. Same tight bun, same severe glasses, same carefully neutral expression. His chest tightened. He almost turned and bolted. He hated 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