The air was thick with the scent of aged paper and dried flowers. The new homeowner, Liam, coughed, the dust making his throat scratchy. He told himself he was just curious, but the sensation in his stomach was different. He had no claim to these belongings.

He discovered a box containing a child's drawings, crudely drawn images of a family, a house, a dog. He stared at the vibrant colors, the innocent lines, the raw emotion they conveyed.

He felt a sudden, sharp pang of something he couldn’t name. He should put the box away. But he couldn't tear his eyes away from the drawings, the ghosts of the past staring back at him.

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