“It’s a business decision, Liam,” his stepmother said, her voice flat, devoid of any warmth. The antique car, his father’s pride and joy, sat gleaming in the garage. His stepmother's words seemed to pierce him like sharp icicles.

He clenched his fists, trying to contain the rage bubbling inside. His face flushed, and his heart hammered against his ribs. The garage suddenly felt stifling. He backed away from the car, as if afraid to touch it.

He pushed past her, not trusting himself to speak. He slammed the garage door shut, the sound echoing in the stillness. He had to get out, he had to.

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