The invitation was a glossy, colorful affront. “Oakwood High School – Class of ’14: Ten Year Reunion.” Jessica felt her pulse quicken as she read it.

She ran her hand through her hair, a nervous gesture. She’d worked so hard to escape those small-town confines, to build a life where she felt valued. The thought of being forced to confront the ghosts of her past was sickening.

She imagined the conversations, the inevitable comparisons. She tossed the invitation onto her desk, where it lay, a tiny, colorful bomb. She wouldn’t attend. That much was certain.

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