A cold sweat slicked across Emily’s back. The email about her departmental change felt like a slap in the face. After all the overtime she’d logged, the sacrifices she’d made, they were moving her to accounts. Her knuckles were white, gripping the edge of the desk. *Ingrates* she thought, the word a poison in her mind.

She rose from her chair, her movements jerky, her face set in a grim line. She needed to be somewhere where she could be alone. She needed to compose herself. She walked towards the stairwell, her steps heavy, her gaze fixed on the concrete steps.

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