He hadn't felt this disoriented since he was a child, waking up from a nightmare. He stared at the screen, at the string of calls he did not recognise. The phone belonged to his wife. He felt like his heart had been hollowed out.

He walked into the living room, where she was watching television. The room suddenly seemed too bright, too loud.

"Who were you talking to?" he asked. The question hung in the air, heavy and poisonous. She looked at him, her face completely expressionless.

He felt an urge to throw the phone across the room, to smash it to pieces. He couldn't. His hands were frozen to his sides, and he was consumed with a feeling of dread.

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