The vibrant colors of the campus, usually so welcoming, now seemed to mock Chloe. She walked to her sociology class, her steps slow and leaden. This school was the place she had always dreamed of being. She'd built her whole identity around it.

She’d spent hours talking about her classes, her professors, her ambitions. Now she couldn't face them. She kept her eyes glued to the sidewalk, avoiding any interaction.

Entering the classroom, she was greeted by the knowing gazes of her classmates. She sat in the back row, avoiding the eye of her favorite professor. She sunk low in her seat, wishing she could simply become invisible.

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