The article, emblazoned on the student newspaper's website, seemed to shout her name. Her essay, the one she’d crafted with such care, her vulnerability laid bare for all to read. She sat frozen, her breakfast untouched, the toast growing cold. She'd known it was good, but this...this felt like a violation.

She finally pushed away from the table, the chair scraping loudly against the floor. She needed to be alone. She headed to the bathroom, splashing cold water on her face. Her eyes were red, her reflection unfamiliar. She stared at herself.

Later, she decided to avoid campus. A deep sense of shame kept her confined to her room.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

This story is one of 1,000 stories generated for the emotion sorry. 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 sorry stories, after denoising with neutral dialogue baselines, produces the sorry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sorry vector is projected through the unembedding matrix.

Promoted:
S0.604
L0.549
😞0.382
πŸ˜”0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288