Sarah paced the small waiting area, the stale air thick with the scent of coffee and desperation. She had to be in London for the interview. The biggest opportunity of her career, and now this… a mechanical failure. She kept replaying her last email to her father, "I'll be there."

She checked her watch again, though she knew the time wouldn't change. She felt a chill despite the stuffy room. Each beep of the boarding announcement felt like a judgement. He needed her to succeed. He believed in her.

She went back to her seat, ignoring the stares of the other weary travelers. She rested her head in her hands, wishing she could rewind time. She wasn't fit to be called his daughter.

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