Liam was practicing his speech in front of the mirror, adjusting his tie. He’d envisioned a refined dinner party, a sophisticated evening with his closest friends. Then he got the text: “Party at Chloe’s! Karaoke, glow sticks, the works!” He sighed, the image of his meticulously curated playlist disintegrating in his mind.

He knew Chloe's parties. They were a whirlwind of noise and frenetic energy. He imagined himself, awkwardly standing in a corner, clutching a glass of something expensive, utterly out of his depth. A bead of sweat trickled down his temple.

He decided to call Chloe, but his finger hovered over the dial button. What could he even say? He let out a long breath and slowly walked over to his piano. It was the only thing that could calm him down.

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