The heat was oppressive. Sweat beaded on his forehead, trickling down his temples. Three hours. He felt a knot tighten in his chest, a sensation of pure, concentrated fury. He was supposed to be at his son's baseball game. He would miss the first inning.

He stared at Jessica, the HR rep, who was attempting to calm him. He could barely contain his impulse to snap at her. He felt a surge of rage. He wanted to break something.

He pounded on the elevator door, a frantic rhythm against the unyielding metal. The sound was swallowed by the silence, amplifying his sense of helplessness. He needed to be free.

“Do you understand how completely inconvenient this is?” he demanded, his voice a low growl. “Do you?”

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