The florist had just left, and Sarah stood in her doorway, the scent of lavender and freesia swirling around her. She'd been expecting a delivery for a friend, but these weren't them. They were a riot of color, a vibrant mix of blooms, and… no name. A prickling sensation crawled across her skin.

She examined the arrangement carefully, searching for a clue. She knew no one who’d send such a lavish gesture anonymously. The only person she'd even dated recently was a guy she met at the dog park, who’d been incredibly, painfully awkward.

She clutched the vase to her chest, a strange mix of emotions bubbling up. She felt a heat rising in her cheeks. After staring at them for an hour, she called her therapist.

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