"Are you certain?" Martha asked, her voice thin, as the contractor outlined the fence line. Her eyes darted back and forth between the man, his clipboard, and the expanse of unkempt lawn. It had taken her months to cultivate the perfect rose bushes that would have to be moved.

He simply shrugged, pointing to the property line. The implication – that her opinion was irrelevant – was clear. Martha's cheeks burned as if she had been slapped. The contractor's casual competence grated on her nerves.

Back inside, she felt a burning ache in her chest. She paced, clutching a tissue, until she couldn't stand it any longer. She threw the gardening gloves on the floor, the scent of rose and soil now repugnant. The fence would go up, and her garden, her project, would shrink.

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