The silence that followed James' announcement was deafening. He had always been the pragmatic one, the logical one, the one who questioned everything. Now, he was embracing Wicca.

His father, a man of few words, simply stared at him, his face a mask of disbelief. She, his mother, fumbled with her coffee cup, sloshing the hot liquid onto the table. It seemed as if the world tilted slightly.

She could feel her heart hammering in her chest. Everything she knew about her son, about their shared history, felt challenged. The room seemed colder. The air was harder to breathe. She picked at the tablecloth, her fingers tracing the pattern, anything to avoid looking at James.

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