The sterile white of the office was making Clara's stomach churn. She had to take a deep breath to steady herself. Outside, the world was alive, vibrant. Here, every surface seemed to mock her. The receptionist had called his name, "Mr. Thorne?" She had recognized the last name immediately. Mark Thorne, the boy who'd once convinced her she was worthless.

She walked in slowly. Mark sat in a large leather chair. He had a kind face, a gentle smile. "Clara," he said, and his voice held no malice. Only…concern?

She stared at the floor, unable to meet his eyes.

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