"Oh, *hell* no," Clara muttered, her voice brittle. David's secret writing project, "The Bitter Bride," lay open on the kitchen table. It was a play, and the protagonist, a bride, was clearly her, down to the chipped nail polish and the habit of chewing her lip when stressed. A strange numbness washed over her.

She pushed the papers away from her, her fingers barely brushing them. The whole thing was just absurd. She stared at the coffeemaker, as if it could somehow explain what she was reading.

She could hear David in the shower. She had to get out of here before he appeared. She grabbed her keys, her hand trembling as she shoved them in her pocket. This felt like a betrayal.

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