The empty tables and the hushed atmosphere of “The Golden Wok” were a stark contrast to the once-vibrant restaurant. Chef Lin read the review again, each word a fresh wound. The critic had called his dim sum "underwhelming" and his noodles "clumpy." He felt the blood draining from his face as he read it again.

He avoided contact with his family, whose support he usually cherished. He retreated into the kitchen. The hot air, the smell of stir-frying, usually a comfort, felt stifling. He began to organize his spice rack, a mechanical task that did nothing to quell the turmoil within.

He thought of his grandfather, a renowned chef in his homeland. The man’s image seemed to taunt him. He couldn’t shake the heavy feeling of letting down his family legacy.

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