The sunlight streamed through the dusty windows of the spare bedroom, illuminating motes of dust dancing in the air. Liam sat on the floor, surrounded by stacks of paper. He had found every report card, every book report, every single drawing he had ever made. All of it carefully organized and preserved.

He recalled his teenage years, the arguments, the slammed doors, the silent treatment. He'd dismissed his mother’s attempts to connect as interference, a smothering of his freedom.

His eyes burned, and he looked away. The air seemed thin, difficult to breathe. He felt a deep, lingering ache, a knot that tightened with every memory that surfaced.

He pushed the papers aside, suddenly unable to look at them any longer.

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