The harsh fluorescent lights of the storage unit seemed to amplify the awkwardness. The first item read: “Learn to tango.” Her eyes darted around.

Her mother, who considered dancing a form of exercise, had written this. A giggle, followed by a sudden wave of heat, rose up her neck.

The rest of the list was just as shocking: “Take a pottery class,” “Go on a hot air balloon ride,” “Fall in love again.” She felt a sudden urge to get out of there, away from the prying eyes of the past.

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