"Oh, you're the one from the book!" The words hit Sarah like a physical blow. The waitress, a young woman with a nametag and a look of amused pity, had said them loud enough for the entire diner to hear.

Sarah, already shaky after a terrible day at work, felt her face flame. Her mouth went dry. She could barely manage a weak smile.

She wished the floor would swallow her whole.

Her biography, "The Accidental Superheroine," detailed all her failures: the failed relationship, the botched job interviews, her lack of any real accomplishment.

She hunched over her coffee, attempting to disappear. She wanted to scream.

Emotion: embarrassed

Cluster: Embarrassment
PC1 (Valence): -1.08 Negative
PC2 (Disposition): 1.10

Role in Research

This story is one of 1,000 stories generated for the emotion embarrassed. 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 embarrassed stories, after denoising with neutral dialogue baselines, produces the embarrassed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the embarrassed vector is projected through the unembedding matrix.

Promoted:
l0.420
尴尬0.341
C0.333
culp0.262
🤦0.256
Suppressed:
own-0.321
আনন্দের-0.230
seemingly-0.227
і-0.225
আনন্দে-0.224