He ripped the card in half, the paper tearing with a satisfying *rip*. The request, couched in polite language, felt like a deliberate provocation. His father, the stoic, emotionally distant man, had always treated him with a cold formality, making it clear that he'd never lived up to expectations.

He tossed the pieces into the wastebasket, his movements quick, jerky. His hands felt clammy. He could practically feel his pulse thrumming in his temples. He was supposed to attend this happy gathering and say nice things?

He spun on his heel and paced the length of his living room, a caged animal. Every breath felt like a struggle. He had to be calm. He had to think.

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