The air felt thick, heavy with unspoken accusations. Liam stared at the space where his car once was, his jaw clenched. He'd been so focused on the argument he'd had with his girlfriend, that he’d blocked the driveway of his neighbor. The consequences of that rash action were before him.

He felt the prick of shame in his cheeks. He pictured the neighbor, inconvenienced, annoyed. He wanted to call and apologize, to somehow make things right. He was certain that he had been wrong. He hated that he was the problem.

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
탓0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264