The annual cultural festival was always her highlight of the year. She'd spent months preparing, helping her mother with the food stall, and arranging a performance with her friends. This year, though, he was everywhere, trying to join the conversations, asking for translations, the sounds jarring her.

She found herself avoiding him, circulating through the crowd with a forced smile. The music, usually a source of joy, now felt like a taunt. The vibrant colors of the festival, once a comfort, seemed to mock her. She felt out of place, a stranger in her own world.

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