The afternoon sun cast long shadows across the classroom as Emily waited for the bell to ring. Mr. Peterson, the art teacher, had requested to follow her on Twitter. She'd refused, and the man seemed to notice.

He’d taken to watching her more closely. His eyes followed her when she entered the classroom, and there was a strange, almost hungry look in those eyes. She'd begun to choose seats farther away from him.

Today, he'd stood near her easel, his breath warm on the back of her neck as he commented on her work. She'd jumped, knocking over a jar of paint. He’d just smiled, a thin, knowing smile. A chill ran through her, making her fingers turn cold.

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