Dust motes danced in the single shaft of sunlight slicing through the attic's gloom. Sarah slammed the pull-down stairs back up with unnecessary force, the metal groaning in protest. She’d promised herself a relaxing afternoon of sorting through her newly acquired antique books, not this. Now, because of the previous owners' sloppiness, she had to deal with their forgotten junk.

A chipped porcelain doll, its vacant eyes staring up at her, seemed to mock her. The sheer audacity! Leaving this mess for someone else to clean up. She kicked a dusty box, the flimsy cardboard giving way with a pathetic crunch.

"Unbelievable," she muttered, her voice tight. The heat in the attic was making her feel like a coiled spring. She imagined finding the previous owners, and the words that would come out of her mouth...words that would make them regret ever setting foot in this house.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296