The stench of stale air was nauseating. He ran a hand through his hair, leaving it standing on end. Three hours. He was supposed to be closing a deal that could change his career. This was beyond inconvenient; it was sabotage. His carefully constructed plans were unraveling, and his fury grew in intensity.

Beside him, Carol, his assistant, was staring blankly at the ceiling. He felt a surge of anger toward her, an illogical blame for her apparent lack of concern.

He rattled the elevator doors, a futile gesture against the unyielding metal. He felt trapped, his anger a hot coal burning inside him.

“I am going to get someone fired for this,” he declared, his voice tight with controlled fury. “Someone, is going to pay.”

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260