The tow truck driver, a hulking figure with a greasy cap, just looked at Sarah like she was an idiot. Her own driveway, clearly marked with her address, the car, her car, disappeared. "There must be some mistake," she’d stammered, heart hammering. He’d shrugged, the universal gesture of indifference. "Regulations." The word hung in the air, heavy with bureaucratic dismissal. Her cheeks burned.

She marched back into the house, slamming the door hard enough to rattle the framed pictures in the hallway. Her phone was in her purse, still in the car. Damn it all. She needed to call her insurance. And then, probably, her lawyer. The audacity of it!

Her hands trembled as she dialed the number for the towing company, each ring a hammer blow against her already frayed nerves. The automated voice grated on her, each recorded instruction a fresh affront. They would pay for this.

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