The book, *Conversaciones en Español*, landed on the table with a loud thud. Maya stared at it, the vibrant cover mocking her. Michael, her husband, looked up from his crossword puzzle, his smile faltering. He’d been so charming lately, so attentive. Too attentive, in retrospect.

A wave of heat surged through her. All those late nights, the suspiciously quiet phone calls, the way he’d suddenly started listening to Latin music. She'd assumed he was just enjoying a new hobby.

She pushed herself away from the table, her chair scraping across the wooden floor. He’d never even bothered to learn how to cook her mother's simple recipes. Now, he was fluent, no doubt, and she felt a burning ache in her chest.

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