She sat in the bustling cafe, nursing a lukewarm coffee. The book, tucked away in her oversized tote bag, felt like a lead weight. Everywhere she looked, she saw people, potential readers, judging eyes.

She hadn't been able to sleep since she found out. Every shadow in her apartment took on the form of the woman who wrote the book. Every creak of the floorboards became the sound of her secrets being laid bare.

She pulled out her phone, and opened her contacts. She wanted to call her mother. She wanted to ask her if her childhood was accurately portrayed. She wanted to confide, but she just shut off the phone.

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