The notification popped up on Amelia's screen: "Chad Reynolds sent you a friend request." Her heart skipped a beat, then hammered against her ribs. She hadn't thought about Chad in years, not really. Now, staring at his smiling face, a knot tightened in her stomach.

She remembered the stolen lunch money, the whispered insults in the schoolyard. Sheโ€™d been such an easy target. Small, shy, always carrying a book. He'd never even looked at her.

The cursor hovered over the "Confirm" button. Her hand felt heavy, unwilling. She swallowed hard, the lump in her throat making it difficult. Maybe she should have stood up for herself. Maybe she should have said something, anything. The silence, her own complicity, felt like a physical weight.

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
ํƒ“0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
๐Ÿ˜-0.274
"!-0.264