I wanted to explode. The swimming coach's words, the polite but definitive "We're going in a different direction," replayed in my head like a cruel soundtrack. My vision blurred, and everything seemed too bright. I stormed out of the pool area, the chlorine smell now a stench, a reminder of failure. I grabbed my bag, slamming the locker door with a reverberating sound that echoed the turmoil within. I walked to my car, the walk seeming longer than ever, each step filled with an unbearable weight. I wanted to scream, to break something, to obliterate the source of this pain.

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