The woman's words hit him like a physical blow. A vegetable garden. In his pristine, perfectly symmetrical backyard. He felt the muscles in his face tighten, the urge to shout bubbling up from deep within.

He focused on his breathing, trying to remain calm. His palms were slick. He thought of his tools, perfectly organized in the shed.

"I'll have to discuss this with my wife," he said, the words strained and unfamiliar. The lie tasted bitter in his mouth. He could feel his carefully constructed world tilting. He just stood there like a statue.

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