He’d always suspected there was something more to this house, a history the real estate agent had conveniently glossed over. Now, rummaging through the attic, his suspicions seemed confirmed. The air crackled with unseen energy.

He pulled open a dusty suitcase, the latch protesting. Inside, he found a collection of old photographs. Sepia-toned images of a family he didn't know, posing in front of the very house he now owned. A woman in a long dress, a stern-faced man, and several children, their eyes unnervingly vacant.

He closed the suitcase again, a shiver running down his spine. He couldn’t explain the way his scalp prickled. It was like he'd opened a portal.

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