The DNA test provided a painful answer for Sarah. A wave of nausea washed over her, and she felt a sudden urge to run away. She had grown up with a sense of unease, of being the odd one out.

She locked herself in her room, the world outside her door seeming distant and unreal. The colorful wallpaper, once comforting, now appeared garish. She stared at the ceiling, feeling as if she were trapped.

She heard the familiar sound of her mother calling her name, the sound of her approaching foot steps. She didn’t respond. The silence was deafening, amplified by the turmoil within 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