The flyer, bright and garish, with promises of luxury she’d never afford, felt like a slap in the face. She stared at it, pinned to the community bulletin board near the laundry room, her jaw clenched tight. She was ashamed, she realized. Ashamed of her chipped linoleum floors, her hand-me-down furniture. Ashamed of her life.

She walked quickly past Mr. Henderson, whose poodle, Princess, was always impeccably groomed. She could feel his gaze on her, assessing, judging. She tugged her worn sweater tighter around her. He would probably be able to afford the new condos.

Later that evening, she couldn’t bring herself to eat. The thought of explaining her situation to her sister, who had a sprawling house in the suburbs, made her head swim. She felt small, insignificant, like a weed being uprooted.

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