"Unbelievable," breathed Charles, staring at the newly revealed room. He’d been investigating a persistent drip from the ceiling when the plaster gave way. The whole ceiling gave way, exposing a previously sealed attic space.

It was not a typical attic. This one was large, and filled with strange contraptions, all seemingly abandoned years ago. Gears and levers, wires and tubes. Dust lay thick on everything, giving the air a metallic tang. He felt a deep, instinctive unease, a sense that this place was…wrong. He knew, with a certainty that chilled him to the core, that he should leave. But he couldn't take his eyes off the place.

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