The dusty attic air felt thick, heavy with unspoken things. Sarah held the list, its edges frayed. Her grandmother's neat script detailed desires she never shared. “Skinny dip in the ocean.” A flush crept up her neck.

She pictured her grandmother, a stickler for propriety, shedding her sensible swimsuit and cavorting in the waves. Sarah’s mouth went dry.

The next item read: “Learn to play the ukulele and busk in a public park.” She could practically see the disapproving glances from judgmental passersby. Sarah stuffed the list in her pocket, wanting to be swallowed by the shadows.

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