The silence of the evening was shattered by the grinding of gears. David emerged from the house, coffee cup in hand, to find the tow truck in the process of hauling away his vintage Mustang. His blood ran cold.

He didn't shout. He didn't argue. He just stood there, rooted to the spot, a wave of cold nausea washing over him. The driver, a woman with a severe expression, met his gaze, her eyes devoid of any emotion.

David felt a strange detachment, like he was watching a bad movie. His car, his baby, being dragged away. He knew, deep down, this wasn't right. He would see to it that they paid.

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