The congratulatory handshake from the boss felt clammy and insincere. Maria had spent countless nights at the factory, troubleshooting machinery, streamlining processes. John, on the other hand, had sailed in, schmoozed with the executives, and now he was getting the Plant Manager role.

She forced a smile, but it felt brittle, like thin ice. Her stomach churned. She excused herself from the group, the din of their congratulations a deafening cacophony.

She retreated to the break room, the fluorescent lights buzzing overhead. She gripped the edge of the counter, willing herself to remain composed. Looking at the chipped paint, she wanted to start throwing things. Why? Why wasn't she good enough?

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