"Are you sure you wouldn't like a coffee?" Her mother’s voice followed her, even as Amelia fled. She clutched the book to her chest, its cover smudged with what looked like lipstick. The party. The overheard conversation. The cruel words about her weight, about her dreams. She felt exposed, as if the skin had been peeled from her very being. The book, *Pride and Prejudice*, offered a slim comfort.

A folded note slid out as she reached the chapter on Mr. Collins. Its handwriting was frantic, almost illegible. "He knows! He knows everything! Please, don't let him tell." The desperation in the message was a mirror to her own turmoil, a chilling reminder that others felt the same raw vulnerability.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. 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 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228