The invitation to brunch arrived in a flurry of floral print and exclamation points. Amelia, her brow furrowed, read it a second time. "Head of Marketing, Global Conglomerate" read the email signature beneath Chloe's bubbly salutation. Amelia slammed her laptop shut. This had been going on for years. Chloe had woven such a web of elaborate tales, painting herself as a corporate titan. Amelia knew, through a series of overheard phone calls and late-night texts, that Chloe actually worked part-time at a juice bar. A knot tightened in Amelia's stomach. She felt a profound sense of…discomfort.

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