The weight of the day was pressing down on me. I watched my neighbor, Mr. Harrison, walking towards me. I stopped my work in the dirt and stared at him. He always wanted something.

He came close, and I looked down, ignoring him.

"Good afternoon," he said, too loudly. He was carrying a spade. "I was thinking of planting some zucchini. Your side gets so much sunlight, and my backyard is always shaded…"

I spat on the ground. The gesture was involuntary. He fell silent. I turned and walked away.

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