He hadn't been expecting it. John recognized the distinctive bright pink hair of "Vibing_Vixen" on the bus. He, who had once claimed that her music was noise, found himself face to face with her.

His mouth went dry.

He shrunk in his seat, suddenly incredibly interested in the safety instructions on the back of the seat in front of him.

He heard her giggle. He prayed that she wouldn't say anything to him. He was completely mortified. He waited for his stop, and dashed off the bus as fast as he could.

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