The attic door groaned open, spewing dust motes into the shaft of sunlight. Sarah coughed, waving a hand in front of her face. She'd always meant to clean up here, but somehow, years had passed since she'd bought the house. Now, finally, she was tackling the daunting task.

She stepped inside, squinting. Boxes overflowed, shrouded in cobwebs. A trunk sat in the center, its brass fittings gleaming dully. She approached it cautiously, heart thumping a peculiar rhythm against her ribs. What on earth was this?

Slowly, she lifted the heavy lid. Inside, nestled in yellowed tissue paper, lay a complete set of antique porcelain dolls. Each one, with its delicately painted face and elaborate clothing, was immaculate. Her jaw dropped.

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