The party was a disaster. The hostess, a woman she’d desperately wanted to impress, had coolly corrected her pronunciation of “hors d'oeuvres.” The silence that followed was deafening. Sarah had retreated to the garden, the air thick with unspoken judgment.

She found the wallet beneath a rose bush. The address inside belonged to a man she’d seen earlier, boasting about his portfolio. A fortune. She considered, briefly, the possibilities. Escape. Freedom from these suffocating social circles.

She ran her thumb across the smooth leather, a sour taste coating her tongue. Her stomach churned. The party, the words, the looks, they all kept repeating in her mind.

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