“Great to have you on board, Susan!” The welcome from her new department head felt hollow. The man didn't even make eye contact. Susan, recently reassigned to the filing department, watched him walk away.

Her gut twisted. She had been the lead negotiator, adept at securing the company's biggest deals. Now, she would be organizing paperwork. She ran a hand over her neatly tailored suit, suddenly feeling the weight of the fabric on her skin.

She stood frozen, the harsh fluorescent lights of her new office reflecting in her eyes. The file cabinets stood in a line, silent and imposing. She felt a profound sense of wrongness.

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