The thought of a fish tank, of all the work and expense, sent a tremor through her. “This is ridiculous,” she said, her voice tight, the words barely audible. She wanted to scream. She wanted to hurl the decorative pillow across the room, to make something break.

She stood up abruptly, her chair scraping against the floor. She needed space. She needed air. She walked towards the door, then turned back, the force of her unspoken emotions constricting her throat.

She knew she would not be able to talk it through. She left, the door closing with a definitive click.

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