"Finally," she mumbled, wiping the sweat from her brow. Emily, a novelist, had poured her heart into the project. The label read: "For the future! Read if you dare."

She opened the lid, expecting inspiration. Instead, she saw a manuscript for a story, but it was nothing like her style. It was poorly written, cliché, and full of tired tropes. A note accompanied it: "Bet you can't write a better one, eh?" Emily slammed the lid shut and let out a frustrated growl. She kicked the box into the mud and went inside to start a new novel, seething.

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