He stared at the chain-link fence, the "No Trespassing" signs almost vibrating with menace. His hands were clenched into fists, the nails digging into his palms. He imagined the interior of the house, the smell of freshly baked bread that always filled the kitchen.

A security guard approached, his expression unreadable. "You can't be here, sir," he said, his voice flat. He felt a surge of adrenaline, a desire to argue, to fight.

"Just leave me alone," he spat, his voice cracking. He turned and walked away, his shoulders slumped. He felt hollowed out.

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