Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Amelia. She'd spotted Daniel across the room, the same Daniel who used to build elaborate Lego castles with her under her grandmother's kitchen table. He was laughing, a sound that sliced through her like shards of glass. She'd approached, heart hammering against her ribs, ready to greet her childhood confidant. His eyes, the same shade of hazel, had flickered over her, then…nothing. A polite, almost vacant smile. "I'm sorry, do I know you?" Amelia had stammered, feeling the heat rise in her cheeks. Now, she hunched in her seat, the warmth of the latte doing nothing to thaw the sudden chill. She wanted to disappear, to sink into the worn upholstery and vanish.

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