Her hands were shaking so violently she could barely hold her phone. The website, plastered with her photographs, her name scrubbed from the credits, was a betrayal. It felt like a physical blow, a punch to the gut. The unauthorized use of her work felt like a violation. "This is outrageous," she choked out, the words catching in her throat.

A wave of heat surged through her. Each stolen image was a piece of her, a memory captured, a feeling translated. The person who stole them had no idea of the hours, the sweat, the dedication that it took. She wanted to scream, to smash the screen in front of her. She took a deep, shuddering breath, her fingers tightening around the phone. She would fix this.

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