The patent denial letter felt like a slap. Elias crumpled the paper in his fist, the edges digging into his palm. He paced his cramped workshop, kicking a stray wrench across the concrete floor. The wrench clattered against the workbench, a sound that amplified the buzzing in his ears. Damn it all! He’d spent years perfecting the self-cleaning dog bowl, and some corporation had scooped him. He wanted to scream.

He picked up a hammer, staring at it as though it had personally offended him. He slammed it down on the table, splintering the wood. He needed to get out, breathe. Grabbing his threadbare jacket, he stormed out the door, the chill autumn air doing little to cool the fire in his belly.

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