He had betrayed her trust. He knew it. David felt the shame crawling into his skin. His daughter, Olivia, had carefully constructed a digital life, a place of her own. He, in a moment of weakness, had broken in.

He found himself wandering into Olivia’s room, a place he usually avoided. He stared at her desk, at the books and the photos, the remnants of her life. He felt an overwhelming urge to apologize, but the words wouldn't form.

He went to the window and took a deep breath. He should have left it alone. He should have trusted her.

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