He felt a pressure in his chest, a heavy weight that mirrored the unwelcome smile plastered across his niece, Emily’s, face. Her declaration, that she was becoming Jewish, had landed like a slap. His grandfather, a devout Catholic, would be turning in his grave.

"Oh," he said, the word a strangled sound. He crossed his arms, the action stiff and defensive. He couldn't quite meet Emily's eyes. It was like she was erasing all the family history, all the memories of Christmas carols and Easter egg hunts.

He took a large gulp of his beer, the cold liquid doing little to quell the rising heat in his face. He felt a deep, uncomfortable ache in his gut, as if he'd swallowed something hard and indigestible. He stared at his hands, fiddling with the label on his bottle, suddenly fascinated by the familiar brand.

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