The city bus rumbled to a halt. As Michael exited, he scanned the faces of those around him, his pulse quickening. He knew she'd be here; it was the weekly book club meeting they'd chatted about. He'd painted a picture of himself as a charming, well-traveled writer. He wasn't. He was unemployed, living with his parents.

He felt the familiar knot in his stomach tighten. The library, normally a place of solace, now felt like a prison. He spotted her near the fiction section, and his legs turned to lead. He felt exposed, stripped bare. He ducked his head, wanting nothing more than to disappear.

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
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264