The claustrophobia was hitting hard. The small space felt like a deliberate punishment. Liam watched as Chloe, his coworker, began to meticulously organize her purse. He found the action irritating. She was always so… *prepared*. Always.

He’d offered a suggestion at their last team meeting, only to be politely, yet firmly, dismissed by Chloe. He’d tried to let it go, but the memory lingered, a dull ache in the back of his mind.

Now, as Chloe pulled out a compact mirror and reapplied her lipstick, Liam felt a sharp jab of something akin to fury. He cleared his throat. "Need any help with that?" he asked, the sarcasm thick in his voice.

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