"The Perfect Wife's Secret," the story's title, stung. The novel was written by her partner, Ben. The protagonist had a collection of perfect outfits, perfect hair, and a perfect house. It was her, but in an entirely negative light. A bitter taste filled her mouth.

She felt like she’d been stripped bare. The color drained from her face. She felt an overwhelming impulse to hide.

She grabbed her keys and fled the apartment. She walked until her legs ached, needing to be away, from everything.

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