He re-read the invitation, the elegant script blurring before his eyes. It was a request, not a demand, but the unspoken expectations hung heavy in the air. His father, the pillar of the community, the man who had always favored his perfect siblings, now wanted him to stand up and say nice things.

He slammed the invitation on the table, the sharp sound cutting through the quiet. A wave of heat washed over him, making his skin prickle. He felt a tremor run through his hands.

He rose from his chair, a sudden movement that sent a stack of papers scattering across the floor. He didn't bother to pick them up. The thought of pretending to be happy was a bitter, metallic taste in his mouth.

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