"You okay, Liam?" his friend, Ben, asked, his brow furrowed. Liam just shook his head, avoiding eye contact. The gallery opening had been a disaster. He’d poured years into his mosaics, and now one of them was permanently tattooed on a teenager's shoulder.

He stared at his hands, calloused and stained with grout. The craftsmanship that once filled him with pride now felt… hollow. He felt deflated, and the celebratory atmosphere of the opening was suffocating.

"Let's get out of here," Ben suggested, sensing his friend's distress. Liam didn't argue. He followed Ben out into the cool night air.

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