The invitation sat on the table, a pristine white beacon in the messy apartment. It felt like a trap. Sarah stared at it, her gaze narrowed. The sheer audacity of it, after all this time, was astounding.

She marched across the room, her steps heavy and deliberate. Her back was stiff; her shoulders were tense. She wanted to crush it, shred it, burn it. Instead, she picked it up, her fingers curling around the stiff paper.

The memories, unwanted and unwelcome, surged to the surface. The snide comments, the whispers, the feeling of being an outsider. She ground her teeth, a muscle in her jaw pulsing. The injustice of it all, of still carrying those wounds, felt fresh and raw.

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