The email arrived like a punch to the gut. Elara stared at the screen, the words of the exposé blurring. She’d always loved Evelyn Reed. Her prose, her characters, her world-building – it was all pure magic. Now, a pit had opened in her stomach, threatening to swallow her whole.

Her breath hitched. She scrolled through the side-by-side comparisons: Evelyn's lauded novel and Elara's own unpublished manuscript. The similarities weren't subtle. They were identical.

She slammed her laptop shut. The click echoed in the suddenly silent apartment. Her hands trembled as she stood, pacing the small living room. She felt a cold sweat prickling at her skin. How could someone she’d idolized, someone whose words had offered her solace and escape, do this?

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203