The fluorescent lights of the teacher's lounge hummed, a dull soundtrack to Mrs. Chen's simmering irritation. She took a forceful drag from her lukewarm coffee, the bitterness doing little to soothe the turmoil churning in her stomach. Another parent's complaint about her grading policy. Another battle lost.

A brightly colored envelope lay on her table. A return address, surprisingly, from David, a student who'd been a real handful. She gripped the envelope, her knuckles turning white. He’d barely passed her class. Did he think she’d forgotten his constant disruptions?

She tore open the envelope. A hand-drawn card, depicting a clumsy stick figure holding a bouquet of flowers. Inside, a short, awkward message of gratitude. She tossed the card in the trash. The audacity!

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290