The scent of chlorine and sunscreen hung heavy in the air, a potent reminder of summer days spent at the community pool. Sarah had seen David, her David, the boy she'd shared countless cannonballs and whispered secrets with, setting up his beach chair. She’d approached, her smile wide, ready to reminisce. His polite nod was followed by a blank stare. "No, I don't believe we've crossed paths," he’d said, his voice even, devoid of recognition. Sarah's shoulders slumped. She wanted to scream, to lash out, to make him *see*. Instead, she turned and walked away, the hot sun suddenly feeling oppressive against her skin.

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