The clink of champagne glasses felt like a personal insult to Ben. He saw Mrs. Chen, who had always played the part of the struggling artist, laughing heartily with a group of friends outside her newly remodeled mansion. The property gleamed, a stark contrast to his own modest home.

He had spent years listening to her tales of financial woe, of creative struggles, of having to choose between groceries and art supplies. He had even, on occasion, anonymously slipped a twenty-dollar bill under her door.

He felt a sudden, inexplicable urge to throw something. He glared at her through his window, a slow burn rising within him. He turned away from the spectacle, feeling a deep, unexpected sense of estrangement.

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