Sweat beaded on his forehead as he watched the guy next door, a Mr. Henderson, approach the property line. Henderson's smile, usually so wide and friendly, felt like a deliberate provocation. I took another drag from the cigarette.

He was carrying a clipboard and a handful of brochures. "Morning, neighbor! Lovely day, right? Listen, I was hoping…" his voice was deliberately slow.

I took a long drag from the cigarette and blew the smoke directly toward his shoes.

"I'm thinking of putting in a small garden this year," he continued, unfazed, "And your side gets a lot more sun. Would you be willing to allow me to put some vegetables over on the side?"

I simply turned and went back inside, slamming the door hard enough to rattle the windows.

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