Sarah slammed the door of the lawyer's office, the sound echoing in the sterile hallway. Her fists were balled. Inside, she had just heard the terms of the will. Her brother, Daniel, a struggling artist, received the family’s sprawling vineyard. Sarah, the one who had tirelessly managed their aging parents and handled the family finances for years, was bequeathed only their collection of antique porcelain dolls. Worthless, dusty things!

Heat prickled on her skin, as if she were suddenly exposed to the desert sun. Every vein seemed to throb in her forehead. She stomped down the hall, the heels of her shoes thudding a staccato rhythm against the linoleum. How could they? The thought repeated itself like a broken record in her head.

A bitter laugh escaped her lips as she thought about Daniel’s cluelessness about the vineyard's upkeep. It would fall to her to fix it. His 'art' could rot in the sun.

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