The nurse's apology sounded insincere, like a pre-recorded message. Michael clenched his jaw. He’d been dealing with headaches for weeks, now to find out he had been mistakenly given a medication that didn't even address the right problem. It felt as if he were caught in a cruel game. His hands were clenched into fists, the knuckles white. He could feel the pulse in his temples. He imagined the nurse, her perfectly styled hair, her calm demeanor. He wanted to wipe that serenity from her face. “Explain this to me *again*,” he said, his voice flat, devoid of any inflection, as if he were speaking to a particularly dense child.

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