"This can't be real," Amelia whispered, her voice barely a thread in the quiet room. The photographs, spread before her, were like a collection of tiny daggers. The man she'd always known as her father, the devoted, loving husband and father, was smiling in the arms of another woman.

A wave of nausea washed over her. The room began to spin. Her carefully constructed world, built on the solid foundation of family, suddenly felt shaky, unstable.

She stumbled back, knocking over a chair. The noise startled her, but she couldn't bring herself to care. She felt a profound sense of exposure, as though everyone would suddenly see the cracks in her façade.

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