He stared at the photograph, the image burned into his mind. His uncle, the man who had always been a rock, a pillar of strength, was pictured embracing a woman who wasn't his aunt. He’d always told stories of a perfect, enduring love.

He felt a throbbing ache behind his eyes. He should never have opened the envelope. He shouldn't have pried. The knowledge felt like a physical blow. He stood up abruptly, knocking over a chair.

He felt the urge to destroy the photo, to erase the evidence. But he couldn't. He couldn’t bring himself to do it.

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