The email sat in her inbox, a simple, curt message: "Your work is being exhibited. Details attached." Clara’s hands were shaking as she opened the attachment. Images of her sculptures, her heart poured into clay and metal, were on display in a prestigious downtown gallery. A cold wave rolled over her.

She barely touched her breakfast. She canceled the evening plans. All she did was sit, staring, unblinking, at the email. It felt like she was a fraud. She kept seeing the faces of those who knew her, and judging her. The knot that had settled in her chest seemed to tighten.

Later, she found herself walking, driven by a desperate need to face this. The gallery’s windows displayed her work like prizes.

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