He paced the cramped living room, the Persian rug feeling rough beneath his feet. The silence was almost unbearable. His parents were watching some dreadful reality show, their faces glued to the screen.

He cleared his throat. "So, about the bills..." His voice trailed off. He felt like a child, begging for allowance. He'd been paying rent for *years*! He wanted to scream at them, to demand his space, his independence.

His father simply grunted, his eyes never leaving the television. He felt a burning rage in his gut.

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