He ran a hand through his hair, a nervous tic he hadn't realized he’d inherited. His father's list was in his lap, the ink a faded blue. Item number one: "Join a karaoke night and sing a power ballad." A cold sweat broke out.

He envisioned his father, a stoic accountant, belting out Bon Jovi. The thought was so absurd, so utterly unexpected. His stomach churned.

He scanned the rest of the list: "Get a tattoo," "Go skydiving," "Tell a stranger I love them." He considered the implications, each one more ludicrous than the last. He felt an overwhelming urge to hide the list, to forget he'd ever seen it.

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