I saw the box from the window. *Brenda's* package. Again. A surge of pure frustration, of being cornered, tightened my chest. It felt like an invasion.

I marched to the front door, yanking it open with more force than necessary. The box, lying innocently on the mat. I didn't want to touch it.

I stomped back inside and grabbed the baseball bat, my hands clammy. My breath came in short, shallow gasps. I went back to the door and positioned the bat.

A single, powerful swing. The box exploded. Cardboard, tape, and packing peanuts flew everywhere. I stood there, panting, surrounded by the remnants of the intrusion.

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