He felt a tightness in his chest, a physical constriction that made it difficult to draw breath. His daughter, Emily, had declared she was a devout member of the Church of Scientology. The words echoed in his ears as if from a great distance, like the end of a bad movie.

He had always strived to give his children the best of everything, a good education, a secure home, the freedom to choose their own paths. How could he have failed to impart his values? He suddenly wanted to run and hide.

He excused himself from the dinner table, claiming a headache, and retreated to his workshop in the garage. He began to organize his tools, placing each one in its designated place, a desperate attempt to regain control.

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