The air thrummed with the sound of expensive machinery. Maya, invited to her friend Jessica’s work, stumbled back, blinking. The factory was a sprawling, high-tech operation, nothing like the "small accounting firm" Jessica had always described.

Jessica, her face flushed with excitement, gestured around. "Isn't it amazing? We're on the cutting edge!" Maya could only stare. Her stomach felt hollow.

She had always known Jessica to be reserved, even shy. This Jessica, the confident executive in the sleek business attire, was a stranger. She had to sit down and grip the side of a metal crate to steady 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