“This can’t be happening,” John muttered, staring at the notification on his phone. He'd bragged to his fraternity brothers about how this school was a sure thing. Now, he was one of the many. He felt his face turn beet red.

He immediately shoved his phone in his pocket, as if hiding a shameful secret. The boisterous laughter of his friends in the quad seemed to mock him. He picked up his books, then promptly dropped them, the sound echoing unnaturally loud in the sudden silence.

He escaped to his room, locking the door behind him. He needed to be alone. He pulled the covers over his head, a childish attempt to shut out the world.

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