The email arrived like a poisoned dart. "Dear Amelia, I am your half-sister..." Amelia crumpled the letter, the paper crackling under her furious grip. They wanted to "get to know" each other. To "build a relationship". The audacity!

She paced her living room, her steps quick, agitated. The antique furniture, usually a comfort, now felt like an obstacle course. Each time she glanced at the fireplace, she imagined setting the damn letter aflame. They expected her to be pleased, but all she felt was resentment, a bitter taste in her mouth.

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