The archaeologist’s trowel struck metal. Dr. Anya Sharma crouched, her breath catching in her throat. She had no recollection of ever setting foot on this site, let alone burying anything here. The artifact was small, unassuming, but it held a strange, magnetic pull.

She spent the next hour delicately removing the surrounding earth, her movements slow, meticulous. When she finally opened the small box, she found a single, tarnished coin. It was a replica of an ancient coin, and on it, a motto. She knew she should be excited, but instead, a cold dread began to creep through her veins.

The motto was one she’d used, once. A secret motto. One she had sworn to uphold. The very core of her being seemed to shrink.

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