The flickering candlelight cast dancing shadows on the walls as I poured myself another glass of wine. The book, a recent acquisition, lay open on the table. The words blurred before my eyes.

A pale envelope slipped out as I shifted the book. I snatched it up, my fingers trembling. The handwriting was unfamiliar, yet somehow… sickeningly familiar. It felt like a deliberate act of sabotage.

The letter was full of promises, of shared dreams. My teeth ground together. The writer seemed to be mocking me. I could feel my pulse hammering against my ribs.

I threw the letter into the fire, watching the flames consume the words, the promises, the… the everything. The heat of the fire felt good, momentarily.

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