The accusations against the travel writer, Iris Chen, hit Maya like a physical blow. Maya had always dreamed of writing travel blogs, inspired by Chen's evocative prose. Chen's words had transported her to exotic locales, fueling her wanderlust. But now, it was revealed that Chen's best work was plagiarized.

Maya’s passport seemed to weigh a ton as she sat with it in her hands. She felt paralyzed, unable to write, unable to even think about her own travel plans. Her dreams felt as if they were fading before her very eyes.

She avoided her own writing, the blank page a cruel reminder of her aspirations. She felt a deep sense of shame, as if she were somehow complicit in Chen’s dishonesty.

The world seemed to have changed. It no longer felt open, exciting, or inviting.

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