I avoided the library. I couldn't bear to see it, the place we’d both envisioned leading. I couldn't bear to see his face, his triumph. I walked by it on my daily commute, the building looming over me like a dark monument.

My hands clenched, knuckles white. The anger simmered, a constant low hum beneath the surface. I started planning. Not in detail, not yet, just ideas. A subtle remark to the mayor? A complaint to the board? It would take time, but I wouldn't let him get away with this.

The thought of his easy victory fueled a new resolve, a cold determination that had nothing to do with friendship. It only involved one thing.

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