He shoved the magazine across the table. "Look at this," he barked, his voice rough. His wife flinched, but he didn't care. "The 'Emerald Isle Stew'?" A recipe he'd painstakingly developed over years, now being claimed by some touristy pub in Ireland.

A coldness spread through him, and his fingers instinctively curled into fists. He felt a need to do something, anything, to alleviate the pressure building in his head. The pub's bright, cheery photographs on the page grated at him.

He stood abruptly, his chair scraping against the floor. "I'm going for a walk," he said, the words strained. He needed to get away, to clear his head, before he said something he would later regret.

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