The newspaper headline screamed: “The Unbelievable Biscuit Boom! Thanks to Grandma Millie’s Recipe!” Sarah scanned the article with a growing sense of unease. Her Grandma Millie’s recipe. It was hers.

Sarah had scribbled it down years ago, in a cookbook she’d inherited, and later, for an online blog. She had shared it freely, wanting to spread joy. Grandma Millie had always said baking was about sharing.

Her hands felt clammy. She closed the newspaper, the crinkling sound echoing in the silent kitchen. The image of the biscuits, golden-brown and perfect, mocked her. A wave of nausea rolled through her. She suddenly felt the oppressive weight of the kitchen's silence.

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