She traced the outline of the photograph with a shaking finger. Her father, the man who had instilled a sense of rigid propriety in her life, was in the picture. He was standing on a beach, a cigarette dangling from his lips, laughing as he clutched a bottle of something she couldn’t identify. The woman with him was not her mother.

A wave of nausea swept over her. She knew she shouldn't have snooped. She should have respected the unspoken boundaries. Every memory, every story she’d held dear seemed to crumble before her.

She closed her eyes, trying to breathe evenly. How would she ever face him again?

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