The air crackled with unspoken tension. He was in his new office, a corner suite with a stunning view. I was still stuck in my cramped cubicle, surrounded by the same drab walls. The injustice of it all burned.

I passed his office door. I couldn’t help but stop, a sudden desire making my fingertips itch. I thought of a sudden sharp push. A slip of the tongue during a crucial meeting. A tiny, well-placed email. I wanted to say something, but all that came out was a forced smile.

His gaze met mine. He nodded, but his eyes held something I couldn't place, something that made my skin crawl. He wasn’t happy. I could sense it.

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