“I can’t believe this!” Sarah yelled, pacing her living room. The book, “The Accidental Heiress”, lay open on her coffee table, the pages curled from her furious grip. It felt wrong to her, everything about it. She’d always considered her life private, but this woman had unearthed everything.

She stopped abruptly and ran her fingers through her hair. The author, a woman she’d met once at a party, had fabricated a narrative of privilege and effortless success. She felt a heat rise within her, and she clenched her fists. This fabricated story was a gross misrepresentation of her life. She was not a fairytale.

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