Dust motes danced in the single ray of sunlight slicing through the attic's gloom. Amelia coughed, waving a hand in front of her face as she hoisted herself up onto a rickety wooden crate. She'd been meaning to explore this space for weeks, ever since she'd closed on the house.

Her breath hitched when she saw it: a small, wooden box tucked away in the far corner. Curiosity pulling her forward, she cautiously opened the lid. Inside, nestled on faded velvet, was a collection of antique dolls, their porcelain faces staring blankly back at her. Her jaw dropped.

A little gasp escaped her lips. The dolls looked incredibly old and well-preserved. She carefully lifted one, its delicate limb nearly falling off in her grasp. Who would leave something so precious behind?

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