The tremor in her hand spilled coffee down the front of her favorite blouse. “Blast it all!” she snapped, the words sharp in the quiet of her apartment. That infernal buzzing had started again, the sound vibrating through the very floors of her building.

She switched off the news, the cheerful voices grating on her ears. It was a beautiful day, wasted. She was supposed to be writing, but how could she concentrate with that infernal noise assaulting her?

She shoved her chair back, the legs screeching against the floor. A walk. She needed a walk. To get away from this noise, from these people, from everything.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296