The pounding in my head started the moment I saw Mr. Peterson from two houses down approaching. He was the one who always seemed to want something. My heart started to race.

He held a battered watering can. "Afternoon, Frank! How are we doing?" His tone was jovial, irritatingly so. I took a deep breath.

I focused on the rapidly wilting petunias in my own flower box.

"I was thinking," Peterson continued, his voice rising in volume, "about planting some tomatoes. Your yard gets the perfect amount of sun. Any chance I could, you know, maybe put in a small raised bed on that side of your lawn?”

I just stood there, staring straight ahead, the air around me thick with unspoken refusal. After a pregnant pause, I turned and walked slowly back into the house, leaving him standing there.

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