The email shimmered on her phone screen, a cruel, mocking light. Sarah stared at it, the words blurring into an incomprehensible jumble. Her breath hitched, shallow and rapid. She reread the sentence, the one that declared her scholarship application unsuccessful. It couldn't be right. She checked the sender, the date, everything. Then, she dropped her phone onto the worn kitchen table, the sound echoing in the sudden silence. Her hands flew to her face, pressing against her cheeks as if to physically hold her composure together.

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