The champagne flute trembled in Amelia's hand, threatening to spill its contents across the pristine white tablecloth. She’d known this day might come, but the reality still punched her in the gut. Across the room, bathed in the warm glow of the string lights, stood Daniel. He was laughing, genuinely, with someone she didn’t recognize.

Her palms began to sweat. Every muscle in her neck tensed as if she were bracing for an attack. The wedding music, once a cheerful background noise, now felt like a relentless drumming in her ears. Each beat seemed to emphasize the silent accusation she felt.

She saw him glance in her direction, his smile fading slightly. She quickly looked away, busying herself with meticulously arranging the silverware on her plate. It felt impossible to meet his gaze. She couldn’t.

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