He found it while clearing out his late grandmother's attic. A small, wooden box, meticulously crafted, and utterly foreign to him. He'd never seen it before. He hadn’t touched anything in that attic in years. Yet, his name was carved into the lid.

His palms began to sweat as he carefully lifted the lid. The contents were few: a child’s drawing, a dried flower, and a small, worn book. He recognized the drawings as his, from when he was very young.

The book contained a single, handwritten story. A story about a secret and an act of selfishness. The realization of what he had done slammed into him. He felt hollowed out.

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