The florist had been so polite. "Just sign here, ma'am." Emily had barely registered the transaction. Now, she held the flowers – a large, elaborate arrangement of orchids and hydrangeas – in her car. She looked from them to the empty passenger seat. Where did these come from? She felt a cold dread creep into her bones. She wasn't expecting any flowers. Definitely not these flowers. She checked the rearview mirror, her eyes darting between the bouquet and the road. She pressed the gas, driving with a newfound sense of urgency, the scent of the flowers becoming suddenly oppressive.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219