He re-read the performance review, the glowing praise grating against the knowledge of the salary discrepancy. He had consistently exceeded expectations. He’d mentored others. And yet, the new hire, fresh from school, was making more. He slammed the file shut, the sound a sharp crack in the quiet office.

His chest constricted. He felt the familiar heat rise in his face. He felt like he wanted to break the review. He took a deep breath, trying to calm down.

He decided to go for a run, the only thing that often helped him work through these feelings. He grabbed his jacket.

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