The party was supposed to be a fun reunion, a chance to reconnect. She saw him across the room, James, looking dashing. He noticed her, too. A flash of a smile crossed his face, but then it quickly vanished.

He approached, polite but distant. He asked her name, as though they’d never met. She told him. He nodded, gave a polite greeting. He asked about the work she was doing.

She felt a wave of icy water wash over her. It had been years, but still... The air felt thick, difficult to breathe. She excused herself, feeling as if she were about to burst.

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