He’d seen his photographs hanging in the museum, blown up to enormous size. Liam’s breath hitched in his chest as he walked amongst the throng of people, none of whom knew the images were stolen. He should have contacted the gallery, he knew that. He should have told them, but he’d froze.

A woman was pointing, talking enthusiastically about his work. She was interpreting meanings that he hadn’t even conceived. Liam swallowed hard, a painful sensation in his throat. He felt the blood drain from his face, a cold wash. His fingers clenched into fists as he battled the impulse to scream. He wanted to shout, to explain, but the words wouldn't come.

He turned abruptly, heading toward the exit, the noise of the crowd suddenly unbearable. The stolen photographs felt like a brand, searing the inside of 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