The sunlight streaming through the window seemed to mock Clara. Everything felt warped. They’d given her someone else's test results. All those weeks of worry, of second-guessing her body – for *nothing*. The doctor had the audacity to be sympathetic. "I understand this is frustrating," he'd said, his voice smooth. Clara wanted to scream. She wanted to grab his perfectly arranged desk and upturn it, scattering the carefully curated pens and paperweights across the floor. She rose slowly, her legs feeling like lead. "Frustrating?" she echoed, her voice dangerously soft. "You have *no* idea."

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