"Are you okay, Liam?" His sister, Jessica, asked, her voice tinged with concern. He just nodded, unable to speak. The house was overwhelming.

He walked into the living room, feeling the weight of the silence. He recalled all the things he hadn't done, all the promises unkept. He didn't deserve any of this.

He saw the picture of them, from last Christmas, and felt a hard knot in his gut. His grandmother, smiling, holding his hand. He’d barely spoken to her since. He had to sit down, the floor suddenly felt too far away.

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