John sat at his desk, surrounded by boxes of paper and ancient office supplies. The air was thick with dust. He stared at the nameplate on his new desk: "John Smith, Inventory Control." He felt a cold dread settle in his stomach.

He'd spent years training, mastering the nuances of project management. He'd managed huge budgets and important deadlines. Now? Now he was counting widgets.

He closed his eyes, took a deep breath, and ran a hand over his face. The weight of his responsibilities felt suddenly immense, crushing. He wanted to scream.

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