The attic air was thick with the scent of dust and forgotten things. He slammed the lid of the trunk shut, the metal groaning in protest. He found them, of course. Tucked away like buried treasure: every single essay, every clumsy drawing, every painstakingly-colored map from kindergarten. Years and years of his work. His mother had preserved it all. He paced, the floorboards creaking under his weight. This felt like an invasion, a violation.

He grabbed a handful of the papers, crumpled them violently, and then threw them onto the floor. Why? Why would she do this? He pictured her, smiling sweetly, cataloging his failures, his triumphs, all for what? To use against him?

He kicked a stack of construction paper cutouts, sending them scattering across the floor like colorful confetti. He wanted to scream.

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