The phone rang. It was Brenda from next door. I let it go to voicemail. I could almost guess what she was going to ask. The buzzing of the phone, and then the beep, drove the tension up my spine.

"Hey, it's Brenda! Listen, I was wondering if you might be willing to let me use a small patch of your yard for a vegetable garden this year. My yard doesn't get much sun. Call me back when you get a chance!"

I deleted the message and turned off the phone. I wasn't going to call her back. The audacity!

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