She found the photographs tucked inside a hollowed-out book. Her grandmother, a woman she’d always known as pious and reserved, was grinning, dressed in a sailor suit and perched atop a roaring motorcycle. Beside her was a man with a tattoo peeking from beneath his rolled-up sleeve.

Her stomach churned. The story had always been that her grandmother, widowed young, had dedicated her life to raising her children. Now she stared at the evidence, the truth of a vibrant life she’d never known. Why did she even need to know this? Why couldn’t she just put the book back?

She ran a hand through her hair. The ceiling felt low, oppressive. She felt a deep, twisting pressure in her chest, a knot that seemed impossible to untie.

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