He found himself pacing his living room, the worn rug offering little solace to his restless feet. The news had been like a punch to the gut: Liam, the kid who used to shove him into lockers, was now a licensed therapist. The sheer audacity of it! He slammed his fist down on the arm of the sofa, the cheap wood groaning in protest.

He felt the muscles in his shoulders knotting, a familiar tension that had plagued him for years. He pictured Liam’s face, the smug smirk, the coldness in his eyes. A wave of nausea rolled over him. He needed to do something. Anything.

He grabbed his car keys, the metal cold and hard in his palm. He needed to drive. He needed to move.

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