He held the list, the paper thin and fragile. The first line: “Dress up in a costume and go to a Halloween party.” A bead of sweat trickled down his temple.

His father, a man of routine and routine business suits, had penned this. He shifted his weight from one foot to the other.

He continued reading: “Learn to play the saxophone,” “Write a novel,” “Ride a horse bareback.” He felt a strange tingling in his fingers, and he instinctively hid the list under a stack of old photographs.

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