The news arrived in a hushed whisper, spreading through the open-plan office like a virus. He’d overheard snippets of conversation, vague pronouncements about “restructuring,” but nothing concrete. Then, the all-staff email. His breath hitched. He felt his face flush and heat radiate through his neck. The glossy corporate logo seemed to leer at him.

He pushed back from his desk, the wheels of his chair scraping against the carpet. He walked to the window, staring out at the cityscape. The world outside seemed distant, irrelevant. He pictured the new owners, the suits, the people who wouldn't understand the blood, sweat, and tears that had gone into this place.

He felt a sudden urge to smash something. He looked around. His pen. His water bottle. Nothing seemed sufficient. He let out a frustrated growl. He was trapped.

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