He was greeted at the door with a hug, but as the hours wore on, the initial warmth seemed to dissipate, replaced by subtle digs. His mother, while cheerful, kept making comments about his lack of a partner, his career choices, his weight.

"Don't worry," she'd chirp, "you'll find someone eventually." Or, "You should really eat more vegetables." Or, "Have you thought about maybe going back to school?"

He found himself avoiding her, retreating to his room, where he re-read old books. He slammed the door, the sound echoing through the house, the walls closing in on him. He felt, unexpectedly, like a child being scolded, a failure in his parents’ eyes.

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