The feeling of being encroached upon had been building all week. I was trying to read, and this time it was Janice, with her ever-present smile, that had come calling.

I gripped the book tightly in my hands, knuckles white.

“Oh, hi there, honey,” she said, her voice lilting. She was holding a trowel.

“I was wondering…” she began, her smile widening a fraction, “If I could maybe start a little vegetable garden on that side of your yard? It gets so much sun, and my backyard is always shady!” My vision felt oddly blurred.

I slammed the book shut. “Absolutely not,” I snapped. The volume of my voice had startled me.

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