“Another round, please,” I said, my voice sharp and demanding. The bar was loud, crowded, and smoky. The jukebox was playing, and then it started. The opening chords, those instantly familiar chords. My song. My voice, but not my voice. The singer was a woman, and she was... fine. The crowd loved it.

I scowled, my beer suddenly tasting like ash. The melody was there, but the raw honesty, the ache, was gone, replaced with some manufactured emotion. I wanted to tell her to stop. To find another song. I finished my beer in one gulp. I thought about leaving, but my feet were locked to the floor.

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