The card. Another birthday. Another hollow acknowledgment. She read the generic sentiments, each word a tiny pinprick against the shield she’d carefully constructed. Her shoulders were rigid, her back a tight, coiled spring. The audacity of it, the utter lack of care. She wanted to lash out, to rip something apart.

She slammed the card on the counter, the sound echoing through the otherwise silent apartment. She paced the small living room, her steps quick and agitated. The floral wallpaper seemed to close in on her, the cheerful pattern now a mocking reminder of her isolation. She began to sort her mail, each item a reminder of the life she wanted.

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