For James, the DNA test was the final confirmation of a secret he had always suspected. But instead of relief, the truth brought with it a profound sense of wrongness. He paced his apartment, the floorboards creaking under his weight.

He looked at his phone, his finger hovering over his mother’s number. The thought of the conversation to come left him paralyzed. He felt a throbbing pressure in his temples.

He sat down on the couch, staring blankly at the television. He felt a strange disconnect from everything around him. He wanted to confess everything, and yet, he could not.

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