She had promised her mother she would be gracious. She would be charming. She would be the perfect daughter. Now, standing on the stage, the fluorescent lights beating down, she felt anything but. The air in the room was thick with the scent of perfume and unspoken expectations.

Her hands were clammy. She’d spent hours perfecting her makeup, but now, she could feel it melting in the humid heat. She thought about her own life, about the paths she had chosen, and wondered if her mother thought she was a failure.

She started to speak, but the words caught in her throat. She delivered the speech, but it was perfunctory, devoid of any genuine feeling. She made a hurried exit and locked herself in the bathroom, staring at her reflection.

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