The request from Lisa Thompson made Sarah's stomach churn. Years of silent suffering, of feeling utterly invisible, flooded her memory. The playground taunts, the whispers, the isolation. It was all a wave of icy water.

She slammed the laptop shut. The sound echoed in the quiet room. Her heart hammered against her ribs, a furious drumbeat. How dare she reach out now? After all the pain?

Sarah got up and paced the room, the anger bubbling in her like a cauldron. She pictured the woman's face, a smug mask of assumed innocence. Sarah clenched her fists, nails digging into her palms. She would not accept.

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