“Another round, please,” the critic had written. "So I can get this taste out of my mouth." The words reverberated in Chef Anya’s brain like a physical blow. Her signature dish, the one she thought would elevate her restaurant, had been eviscerated.

She stood frozen in the center of her small, bustling restaurant, the sound of happy customers grating on her nerves. She couldn't meet their eyes. She'd always prided herself on being visible, on chatting with customers. Now, the thought filled her with dread.

Later that night, she found herself staring at the empty, pristine plate that had held the criticized dish. She picked up her chef knife.

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