"Congratulations, Sarah," the email began. Sarah did not feel like congratulating *herself*. Her new role in the cafeteria felt like a personal attack. She'd been a project manager!

She slammed the laptop shut, the sound sharp and defiant. A wave of heat washed over her, making her cheeks flush. She looked around at her meticulously organized office, a testament to her years of hard work. She ran a hand over her desk, then opened her drawer and began emptying it out methodically.

She started boxing up her things, the packing tape ripping with each box. She’d always been efficient, and this felt… oddly satisfying.

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