The gallery buzzed, a cocktail of hushed admiration and clinking glasses. Amelia stared at the vibrant canvases, her stomach churning. Each stroke, each carefully chosen color, was hers, yet they were presented without her knowledge, her consent. She’d recognized her distinctive technique instantly, the way the light played across the surfaces, the emotional weight she always tried to imbue. A knot tightened in her throat.

A man approached, beaming. “Magnificent work! Truly visionary. Tell me, are you related to the artist?” Amelia forced a smile, a response felt brittle and unfamiliar on her face. Her voice was thin. “No, just… a big fan.”

She felt an overwhelming urge to flee, to disappear into the anonymity of the city. Her hands were cold, clammy. The champagne flute felt heavy, like a lead weight in her grasp. The lie felt sticky and invasive, clinging to her like a second skin.

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