She tore the invitation to shreds, tiny pieces of paper cascading onto her meticulously organized desk. Each tear was a symbolic release of the years of pent-up anger she'd held. They would never understand. They would never know.

Her carefully constructed life, the one she'd worked so hard to build, felt tainted by this reminder of her past. She could feel a flush creeping up her neck, a burning sensation spreading across her cheeks.

She stood up abruptly, knocking over her chair. She pushed it aside, her movements frantic, and began pacing the room, feeling like she would crawl out of her skin.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285