The news broke over the office like a shockwave. David was the new IT Director. For months, Susan had done everything right. Worked harder. Taken on more responsibilities. She was the best fit and she knew it.

She felt a physical ache in her temples. The air in the room seemed to have thickened, making it hard to breathe.

She excused herself, heading for the restroom, the quick taps of her high heels hitting the floor. She locked herself in a stall, her shoulders slumped, her body shaking.

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