He’d aced every quiz, aced the midterm. Liam had been certain about this final. Now, the printed words of the professor, “Significant improvements needed," echoed in his skull. His desk, usually neat, was suddenly a jumbled mess of crumpled notes and discarded pens. He pushed his chair back from his desk with a scraping sound and went and sat on his bed, staring blankly at the ceiling, the light fixture above almost dizzying in its intensity. He hadn't bothered to eat dinner, his appetite completely gone.

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
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288