The photograph album lay open on the dining room table, its pages filled with faded images of laughter and shared moments. It was hers. Her brother, Caleb, received the vineyard, a sprawling estate that had been in their family for generations.

She flipped through the pages, her throat tightening. The photographs were everything, the echoes of a life they would never fully recapture. Caleb had always loved the land, the smell of the earth, the slow rhythm of the seasons.

She imagined Caleb, standing in the vineyard, staring out at the endless rows of vines. He had wanted the freedom of travel, the chance to see the world. And now, he was bound to the family business.

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