The invitation sat unopened on the kitchen counter, a silent accusation. Emily walked past it several times, avoiding eye contact. It sat there, a bright beacon. A reminder.

She finally picked it up, her fingers tracing the glossy finish. She felt a prickling sensation behind her eyes. Then she threw the invitation against the wall. She heard it fall to the floor with a pathetic thud.

She took a deep breath, trying to calm herself. She didn’t need any of this. She had built a good life for herself. They could all go to hell.

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