The email arrived like a phantom touch. Emily stared at the screen, her breath catching in her throat. It was from Chloe, the friend who had publicly humiliated her at prom. The words of remorse seemed distant, echoing across the chasm of time. She reread the message, each sentence a stab of recollection: the whispers, the laughter, the feeling of utter isolation. She had worked hard to forget that night. Now, it was being dragged to the surface again. She felt a familiar hollowness, an emptiness that she thought she'd successfully buried.

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