"Mom, I told you, I’m not wearing that to the interview," Liam’s voice sliced through the gentle afternoon hum of the television. His mother, perched on the sofa, had her face set in a look of quiet, unyielding disapproval.

He grabbed the offending shirt from her outstretched hand, its polyester fabric feeling like a personal affront. It was his grandmother’s. He could feel the pulse in his neck, the heat rising in his cheeks.

"It's about respect, Liam." He gritted his teeth. Respect. A word that usually preceded some sort of restriction or expectation. He needed to get out, to breathe. He threw the shirt onto the floor and stormed out of the living room, nearly tripping over the poodle.

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