The email sat in Amelia’s inbox, glowing with a malevolent light. It contained a link to a website, a blog post dissecting the new novel by her idol, Silas Blackwood. Her breath hitched. Silas Blackwood, the man whose prose had defined her childhood, whose words had been a lifeline. She clicked the link with trembling fingers.

A wave of heat surged through her. Each sentence, each carefully crafted turn of phrase, felt like a personal betrayal. He’d stolen from her. From *her* unpublished manuscript, the one she’d poured her heart and soul into. She felt her face flush, her jaw clench so tight she thought her teeth might crack.

Amelia ripped the computer shut, the sudden darkness a physical blow. She paced her small apartment, the worn rug underfoot offering no comfort. Then, without a second thought, she grabbed her phone, her fingers fumbling with the dial. She needed to *do* something. She had to.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256