The sunlight streaming through the window seemed to mock Clara as she surveyed the neat stacks in the guest room closet. Her mother's neatness, her compulsive collecting – it all felt like a suffocating web now. Every tiny scrap, every half-finished sentence, was laid bare, a monument to a curated childhood she hadn’t even realized she was living.

She picked up a particularly cringeworthy book report from fourth grade, the handwriting shaky and full of misspellings. She let out a frustrated grunt.

The report got thrown across the room. She kicked the door shut with a resounding thud. Clara stormed toward the front door.

She needed air, space, a place where her teenage angst wouldn’t be on constant display. She wanted to be away from the prison of her childhood.

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