The restaurant was too loud. The music, the chatter, the clinking of silverware - it all felt amplified, an assault on her senses. Chloe’s face burned. She had just seen David, her boyfriend, walk in holding hands with another woman. The woman, who bore an uncanny resemblance to her. Her breath hitched. She felt frozen, unable to move, trapped in a nightmare.

She saw them approach her table, where she'd been expecting a romantic dinner. David's smile faltered. His eyes flickered between her and the woman. "Chloe, this is..."

She didn't wait for the introduction, her hand flying to her chest. She needed air, desperately. The perfectly planned evening, the anticipation, all evaporated in an instant.

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