“There’s been a mistake,” the words hung in the air, heavy and blunt. Olivia felt a jolt of shock, then disbelief. The scholarship, her hard-earned lifeline, was to be reassigned. Her jaw went rigid.

She listened to the administrator drone on, their voice a flat, emotionless monotone. Each word was a tiny hammer blow. The carefully constructed future she’d envisioned began to unravel. Her palms grew clammy.

The room seemed to shrink, the air thick and difficult to breathe. She wanted to scream. She wanted to yell at everyone. Instead, she took a deep breath, forcing herself to maintain a semblance of composure, but inside a tempest raged.

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