He blinked, then rubbed his eyes, thinking he must be hallucinating. The magazine article stared back at him, the same one he'd submitted, the very story he’d sweated over for weeks. Only, it was…not his name at the top. His jaw went slack. He stumbled backwards, bumping into the kitchen counter. A mug rattled precariously, almost falling, but he didn't even notice.

“Unbelievable,” he muttered, his voice barely a whisper. He felt a flush creep up his neck, burning his cheeks. He paced the small living room, his hands clenching and unclenching. What in the world was going on? He considered calling the editor, but the words felt trapped in his throat, lodged somewhere between incredulity and fury.

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