The email arrived at 10:03 AM. Daniel reread it three times, each time a new wave of icy dread washing over him. The congratulatory tone, the effusive praise for Michael's skills, felt like a deliberate act of cruelty.

He sat back in his chair, the office around him a blur of activity. The glow of the computer screen seemed impossibly bright, reflecting the growing darkness in his heart. His breath hitched.

He couldn’t bring himself to respond to Michael’s congratulatory text. He simply stared, the cursor blinking mockingly on a blank message, before he shut down his computer, grabbed his jacket, and left. He'd never felt so utterly drained.

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