The worn leather-bound diary sat in Martha’s lap, heavy with unspoken secrets. She had the diary. Her brother, David, inherited the sprawling estate, the house with its long history and demanding upkeep.

She had always been the quiet one, content with the solitude of books and introspection. He, on the other hand, had craved the social life, the attention, the bustling energy of the world. Now, she held a record of their family's lives, filled with memories and secrets that had clearly been left unsaid.

The memory of David's face, a mask of forced composure as the solicitor read the will, haunted her. She knew he had expected more, a fortune to fuel his ambitions. Now he was trapped in his family home. The diary whispered of choices, of missed opportunities, and the heavy burden of expectation.

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