A stack of meticulously handwritten recipes sat on the kitchen counter, each one a testament to their grandmother's culinary skill. They were hers. Her brother, Michael, inherited the family restaurant, a bustling, successful establishment. He was the one who was meant to carry on the family business.

She ran a finger over the first recipe, her heart aching. The recipes were precious, a link to their past, but a constant reminder of the life she could have had. She had always loved the sizzle of the pan, the aroma of spices.

Michael had been unusually quiet after the reading of the will, his usual boisterous energy subdued. She knew he felt burdened by the responsibility, the expectations of the legacy. The kitchen, usually a place of comfort, felt cold and empty.

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