The familiar screech of the screen door announced it: Sarah, again. She always had something. I was in the middle of a perfectly good afternoon, finally relaxing.

"Hey, David!" she chirped. She was holding a seed catalog. She was always so *chipper*, it made my teeth ache.

I continued to stare at the TV, pretending not to notice her.

"I was thinking," she continued, undeterred, "about starting a little herb garden. And your yard gets such amazing light, it’s practically begging for some basil and thyme!"

I finally turned, my eyes narrowed. "I'm not interested," I said, my voice low and devoid of any warmth. "I have plans for that space."

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