The afternoon light was perfect, the lawn freshly mowed. I was on the porch, finally at peace, and then, the familiar form of Mr. Davis appeared, striding across the yard.

I set my book down, a heavy weight settling in my stomach.

"Afternoon, Jim!" His voice was unnaturally loud. He was carrying a bag of fertilizer.

"I was thinking of planting some sunflowers this year, and your property gets such great exposure. Would you mind if I just, you know, put in a few rows on the edge there?"

I glared at him. The thought of his cheerful face, his incessant chatter, the whole damn thing...

"No," I finally said, my voice clipped. "I have no interest." I turned and went back inside.

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