Michael carefully unfolded the brittle paper. His father’s handwriting, neat and precise, filled the page. A resignation letter. From his father’s prestigious law firm. From thirty years ago. He was bewildered. He’d always thought his father had loved the firm, the prestige, the lifestyle.

He reread the words, the casual mention of “pursuing other interests.” His throat constricted. He’d dedicated his own life to a similar path, chasing the same goals, emulating his father’s success. It felt… hollow. Like he’d been striving for something that his father had abandoned without a second thought.

He felt a chill, despite the summer heat. He ran a hand through his hair, a nervous gesture he’d learned from his dad. He felt a need to argue, to justify, to defend. But against what? A ghost?

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