The sun beat down on Martha’s face as she sorted through her late husband’s belongings. In a drawer, she discovered a letter addressed to her. She opened it, hesitantly. The words were a cascade of insecurities, worries, and complaints. The letter was a detailed account of how she had hurt him.

Her breath hitched in her throat. She sank to the floor, her back against the old dresser. The letter felt heavy, like a weight pressing down on her chest. Her eyes blurred. She felt a sudden, crushing awareness of her own flaws, a sense of having been judged and found wanting.

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