The bookstore, normally a sanctuary for Clara, suddenly felt like a cage. She'd been a long-time admirer of Julian Blackwood, his prose, his characters, his entire persona. Now, standing amidst the carefully curated displays of his work, she felt a profound sense of violation. The news was everywhere; Blackwood had borrowed from a small, independent author, a name Clara didn't recognize.

Her fingers traced the spines of Blackwood’s novels. She'd spent countless hours lost in their pages. Now, she felt a strange disconnect, the words on the pages seeming to mock her. She went to the front counter to ask for a refund of her book, but her voice died in her throat.

She turned to leave, her shoulders slumped. The scent of fresh paper and ink, normally so comforting, felt noxious. Outside, the world felt too loud, the sun too bright.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217