The yearbook. That was the worst part, thought Jessica. The discovery of her past was a slow burn of horror. Her mother, giddy with nostalgia, had spread the yearbooks across the dining table. Jessica forced a smile as she flipped through the pages.

Then came the photos of clubs she'd joined, events she’d participated in, all the while thinking it would provide a sense of belonging. The faces of her former classmates, their expressions frozen in time, made her squirm. Her mouth went dry. Her classmates all seemed to have found their places.

She abruptly stood up and began clearing the table, a sudden and urgent need to organize something, anything, filling her.

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