The registrar’s letter arrived with impeccable timing – a day after she'd sent her first tuition payment. She read the letter. Her mind went blank. The scholarship she’d been awarded was, in fact, not hers. It was a cruel trick, an error.

She sunk to the floor, the letter falling from her numb fingers. All she could think about was her mother. The sacrifices. The struggle. The sheer impossibility of it all.

She wrapped her arms around herself, rocking back and forth. The room swam. She felt like she was underwater, drowning in a sea of despair. The future she had so carefully envisioned crumbled before her eyes.

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