The air was thick with the scent of sanitiser and stale air. He felt a pressure in his chest. A knot that grew tighter with every passing second. The name on the office door was like a punch to the gut: "Dr. Thomas Reed, LPC." Thomas, whose harsh words had haunted his childhood. Now he was supposed to pour his heart out to him?

He stared at his reflection in the window, his face pale.

He heard his name, and his body tensed involuntarily. A woman called out from the waiting room, and her words hung in the air: “Mr. Williams?” He was trapped.

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