The scent of lavender potpourri clung to the paper as Emily lifted the first grade handwriting sample. Her lips pressed into a thin line. It was her name, painstakingly formed, each letter a wobbly, imperfect attempt. A giggle escaped her, abruptly cut short.

She glanced around the tidy room, where she now sat surrounded by her mother’s meticulous archives. She’d come looking for a specific photograph, but this was a far more uncomfortable discovery. Each page held a fragment of her former self, each assignment a fresh invitation to be judged.

She wanted to laugh, to dismiss it all as innocent childhood folly. But a knot had formed in her chest, heavy and constricting. The urge to flee became almost overwhelming.

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