"This can't be happening," Karen whispered, her voice barely audible. The tow truck's headlights glared, illuminating the empty space where her minivan had been parked. Her children's car seats were inside.

She hadn't been home five minutes, had run inside to grab her purse. Now, this. Her stomach twisted.

She felt a hollowness in her chest. She had followed every rule, had worked so hard. And for what? To be treated like a criminal in her own yard? Tears pricked at her eyes, but she blinked them away. She would not cry. This was unacceptable.

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