David had planned on confronting Professor Thompson after the conference, but he'd lost his nerve. He caught the professor’s eye, the man smiled and winked, and David just turned away. He couldn't speak. He went straight to the hotel room.

He paced the room, his breath shallow. His reflection in the mirror seemed to mock him, a pale ghost of the ambitious writer he once was. He considered resigning, moving across the country, starting over. Anything to escape the oppressive weight of his secret. He picked up his phone, stared at the screen, and then flung it at the wall.

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