The attic was a disaster. He stomped through the space, his boots echoing on the bare floorboards. He was breathing hard, his chest heaving. The sheer audacity of the situation was astounding. They’d left everything. Old paint cans, a half-finished quilt, and now, he’d just found a box of moldy books.

"This is ridiculous!" he spat. His knuckles were white as he clenched his hands. The anger simmered beneath the surface, threatening to boil over. He ran a hand through his hair, his fingers tangling in the strands. He wanted to throw something, to smash something, to release this pressure building inside him.

He kicked a discarded paint can. It clattered across the floor. He leaned against the wall, his head throbbing. He took another shaky breath. This entire situation was utterly maddening.

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