Liam was in the middle of a particularly boring staff meeting when it hit him. A colleague had passed around a new textbook. He casually flipped through it, not really paying attention, until a familiar phrase leaped out at him. "The Importance of Perspective," it began. He did a double take.

He felt a sudden, inexplicable chill, despite the stuffy conference room. His jaw dropped slightly. He blinked, focusing on the page. His essay. His deeply personal essay about growing up with a single mom. Word for word, paragraph for paragraph.

A wave of dizziness washed over him. He felt the blood drain from his face, leaving him feeling hollowed out and empty. The room seemed to shrink, the voices of his colleagues fading to a distant hum. He cleared his throat, a sound he barely recognized. "Excuse me," he mumbled, pushing back from the table. "I… I need some air."

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