He took a deep breath, trying to calm the rapid beat of his heart. The backyard felt too big, the string lights too bright. He'd planned a casual barbecue, a relaxing afternoon with his close circle. His neighbor, Tom, had organized a loud, boisterous carnival. And his party, which had been so enthusiastically planned, was almost guaranteed to be a flop.

He ran a hand through his hair. He felt all the color had drained from his face.

He picked up the grill tongs, the metal cold and unfamiliar in his grasp.

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