The glow of the phone illuminated Amelia’s face, casting dancing shadows across the living room. She’d been idly scrolling through her daughter Chloe’s Instagram, when a perfectly curated profile popped up: @ChloesCreations. It featured art, poetry, and a bio that read, "Aspiring artist. Lover of life." Amelia felt a flush of heat rise in her chest. This was unlike anything Chloe posted on her own, heavily-filtered account, a carefully constructed persona for the world.

Her breath hitched. She clicked on a recent post—a charcoal sketch of a weeping willow, breathtakingly detailed. *When did she learn to draw like that?* a thought flashed in her mind. This other account - it felt like she was looking into a secret garden.

“Chloe!” Amelia called, her voice sharper than intended. She knew the game was up.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219