“This whole thing is ridiculous,” I muttered, kicking at a loose brick in the crumbling front steps. My sister, Chloe, seemed unaffected, humming a little tune as she examined the cracked windowpanes.

I wanted to scream. I wanted to tell her how unfair it was, how much I hated the whole situation. It wasn't about the house, it was about everything.

The air felt heavy, like a physical weight pressing down on me. I crossed my arms, the knot in my stomach tightening. It was just another symbol of all the things lost, all the wrongs.

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