“This is ridiculous,” Claire muttered, staring at the letter. It was her aunt’s resignation from the hospital, years ago. The words were civil, but the underlying reason felt clear. Her aunt, a brilliant surgeon, was being forced out.

Her aunt had always been there for her. All the times Claire was sick, she’d been there. She felt a burning sensation in her throat.

She knew the whispers, the office politics. She knew the reasons behind the letter. Claire hated it. She felt a strong dislike for the hospital, a place where people were clearly not respected for their work.

She tossed the letter onto the floor, the sound sharp in the quiet room. She paced. Her hands were balled into fists. The letter felt like a personal affront, a smear on her aunt’s legacy.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217