The house had felt…off, ever since she’d moved in. Now, as she pried at the loose paneling in the basement, she knew why. Behind the damp wood, a small opening appeared. Emily stared, her eyes wide. She’d been sure this part of the house was just solid foundation. But there was a gap, a space.

Inside, she saw a single trunk. Bound with iron, it was an invitation, a challenge. She reached for the latch, her fingers fumbling, her heart hammering against her ribs. What could it contain? She wasn't ready to find out, and yet she couldn't stop herself.

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