He found the announcement while scrolling through LinkedIn during his lunch break. “Acquired by…” The name stung, a brand he'd actively avoided using their products. He felt a tremor in his stomach, a physical manifestation of the insult. His carefully curated professional life, his loyalty, felt like a waste.

He tossed the half-eaten sandwich in the trash. He couldn't eat. The blandness of the office cafeteria felt like a personal attack. He could taste the bitterness of his coffee. He felt a sudden, intense craving for something… defiant.

He considered going home, but then he thought of the hours he’d put in, the projects he’d shepherded, the sacrifices he'd made. He squared his shoulders and went back to his desk, determined to make the remaining time as difficult as possible for the new owners.

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