The sunlight streaming through the window seemed to mock Mark. He stood rigid, staring at the overflowing boxes in his childhood bedroom. He couldn't believe it. *Everything*. He ran a hand through his hair, the gesture rough, almost violent.

He'd found a box overflowing with his high school essays, each one graded, critiqued, and annotated by his English teacher. His mother, God bless her, had apparently thought these were treasures. The sheer volume of it was overwhelming.

His face flushed crimson as he spotted an essay he’d written on the existential dread of teenagers. His eyes narrowed. He remembered the humiliation of getting a B-. He remembers the teacher's smug look. The memory was a sharp stab. A low growl escaped his throat.

He wanted to scream. He wanted to break something. He took a long, shaky breath and went downstairs.

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