Sarah’s grandmother, a devout Buddhist, had always been her rock. Now, her son, David, was converting to Judaism. Sarah watched her grandmother’s normally placid face crumble when David told her. The air in the room felt thick, like a humid summer day before a storm.

She found herself avoiding her grandmother for days, the bright colours of her usual clothes suddenly feeling loud and inappropriate. Meals were silent, the usual chatter replaced by the clinking of cutlery. She tried to help with the weekly grocery shopping, but her hands felt clumsy, dropping a bag of potatoes on the floor.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264