The book launch was supposed to be a celebration. Sarah had dreamed of this moment for years: seeing her research presented to the world. But as she stood in the crowded room, she read the title of her book, and the name that wasn't hers. A burning sensation erupted in her cheeks, spreading like wildfire.

Her smile felt brittle, strained. She clutched her champagne flute so tightly that the stem threatened to snap. When the author, the actual one, began speaking, her voice seemed to fade away. All she could hear was a buzzing in her ears.

She found herself wandering away from the gathering, drawn to a window overlooking the city. The lights blurred, becoming indistinct streaks of color. She felt a profound sense of isolation, adrift in a sea of well-wishers who had no idea of the internal hurricane that was raging inside 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