It had started small, with a few blog posts. Now, her "Spiced Apple Crumble" was a sensation, appearing on the menus of every upscale restaurant in town. The woman who stole it, a food blogger, had built an empire from her efforts.

The sight of the woman’s face on a billboard, advertising a cookbook filled with “original” recipes, made Ben want to throw up. He felt a sickening lurch in his stomach.

He shut himself in his apartment, the silence amplifying the thudding in his ears. He sank into his armchair, feeling utterly defeated.

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