The silence in the art studio was deafening. Emily, surrounded by her meticulously prepared canvases, felt a flush creep up her neck. She had worked for months to prepare for her birthday art show, a culmination of her passion. Meanwhile, her friend, Rebecca, was throwing a huge concert at the park. Now, the gallery looked empty, a testament to her poor planning.

She picked up a brush, her hand trembling.

A tear rolled down her cheek. She was alone.

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