The silence in the new office was deafening. Amelia sat staring at the computer screen, the cursor blinking mockingly on the blank page. She was supposed to be writing reports. Reports for the sanitation department.

She'd built her career on dynamic campaigns, colorful presentations, and high-profile clients. Now, she was drowning in spreadsheets. The fluorescent lights buzzed overhead, a constant, grating reminder of her new reality.

She ran a hand through her hair, a nervous gesture she hadn't made in years. The air in her throat caught; she felt a pressure behind her eyes, the familiar sting of tears she refused to shed.

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