“Congratulations, darling!” Her mother’s voice chirped over the phone. “The book is just wonderful! Such a compelling read! You really are a fascinating person!”

She mumbled a thank you, the words sticking in her throat. Her knuckles were white as she gripped the phone, her pulse a frantic drumbeat against her ribs. She couldn't look her mother in the eye. She struggled to keep the facade in place, the cheerful smile, the polite responses.

She paced her living room. The afternoon sun cast long shadows, stretching and distorting the familiar shapes of her furniture. The shadows seemed to be mocking her, mirroring the dark secrets within her biography.

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