It arrived with the morning mail, a crisp, official-looking notice from the building management. “Noise violations.” Jessica, still in her pajamas, felt a wave of icy dread wash over her. She’d been teaching a Zumba class in her apartment, the music and energetic movements a joyful release.

She crumpled the notice, a violent gesture. Her hands trembled. She felt a need to argue, to defend her right to express herself. A hot tear escaped, tracing a path down her cheek. She picked up her phone, ready to fight the world.

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