The sunlight sliced through the dusty garage, illuminating motes of dust dancing in the air. He’d told his father he was helping him sort through things, but really, he was looking for something specific. He held a photo, the edges frayed. In it, his grandfather, a man he'd known as stoic and unyielding, was laughing. He held a toddler, a toddler who wasn't his father.

He felt the prickle of sweat on his forehead. His palms were clammy. The way his grandfather was smiling, the pure joy in his eyes, was unlike anything he’d ever seen from the man. Why was it so important to him to know the truth?

He knew he should put it away, never speak of it, pretend he’d never seen it. He just couldn't.

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