The screen flickered, the accusations against Victoria Thorne burning into Elias’s retinas. Thorne, the author whose work had been the bedrock of his literary education. This was impossible.

He read the comparisons, his jaw tightening. It was all there, laid bare. His breath hitched in his chest. He looked around the room, at the signed posters, the first editions.

He felt a physical ache in his chest, a deep hollowness. He felt as though the foundation of his intellectual life had been ripped away. He slowly lowered himself back into his chair, utterly defeated.

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