Her mouth went dry. The email’s subject line read, “Your Novel - Published!” But when Amelia clicked the link, a jolt of shock coursed through her body. The cover of her novel. Her characters. Her plot. Her words. And a different name on the spine.

She stumbled to the window, the world outside suddenly blurred and indistinct. She felt a growing pressure behind her eyes, a tightness in her chest that made it hard to breathe. Her vision swam. It was all a terrible, awful mistake. The worst kind of insult. She felt completely, utterly undone.

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