"Reunion," she spat the word, the taste bitter on her tongue. The invitation, elegant and understated, lay innocently on the counter. She poked at it with a fork.

Her fingers fidgeted, picking at a loose thread on her sweater. She paced the kitchen, her movements jerky and erratic. The polite wording, the friendly salutations, were infuriating. A low, guttural noise escaped her throat.

She thought of the people who would be there: the ones who had belittled her, ignored her, or worse. The thought filled her with a simmering heat. She wanted to tear the invitation into a thousand pieces and scatter them to the wind.

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