He’d insisted on coming, despite his wife’s urging him to just “let it go.” Now, standing on the curb as the wrecking ball swung, he felt a burning in his cheeks. He kept his hands jammed deep in his pockets, staring at the ground. He wouldn't meet the eyes of the construction crew, wouldn't acknowledge the concerned glances of the neighbors who’d known him since he was a kid.

A young woman in a hard hat approached, clipboard in hand. "Are you…uh…related to the owners?" she asked.

He mumbled something unintelligible. He wanted to disappear. The ground felt like it might swallow him whole. He remembered, as clearly as if it were yesterday, the time he’d accidentally shattered the living room window playing baseball. The look on his father's face then… well, it wasn't unlike the feeling churning in his stomach now.

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