The attic air tasted of dust and forgotten things. He coughed, pulling the box closer. He shouldn't be here, really. His aunt had explicitly told him not to rummage through this stuff. He was supposed to be honoring her wishes, not violating them.

He flipped through a photo album, its pages brittle with age. A smiling woman in a flapper dress, arm-in-arm with a man who wasn't his grandfather. His throat tightened. The man in the photograph, with his slicked-back hair and the way he leaned in, looked uncannily like *him*.

He slammed the album shut. The sound echoed in the stillness. He promised himself, right then and there, that heโ€™d put it all back and never mention what heโ€™d seen. He just had to get out of the attic, back to the light and fresh air.

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
ํƒ“0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
๐Ÿ˜-0.274
"!-0.264