Agnes’ face burned as she crouched, pretending to examine a chipped teacup. The yard sale was a disaster. Here she was, thirty-something, desperately trying to project an air of nonchalance as she recognized *him*—her childhood teddy bear, Barnaby, sat on a dusty blanket, one button eye missing. She'd told everyone she'd outgrown stuffed animals by the age of six. Now, the woman running the sale was watching her with a knowing smile.

"He's been loved," the woman said, gesturing to the bear's threadbare fur. Agnes mumbled something about needing to find her car keys, her cheeks flaming. She abruptly stood, bumping into a table laden with porcelain dolls, nearly knocking them to the ground. She fled without a backward glance, the image of Barnaby's worn face searing itself into her memory.

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