The email pinged at 3:00 AM. Sleep-addled and groggy, Chloe squinted at the screen. The subject line jolted her awake: “Urgent: Scholarship Review.” She sat up, heart racing. As she read the words, cold air seemed to seep through her, chilling her to the bone. They were taking back the funds.

She scrambled out of bed, pacing the small apartment. The weight of her circumstances crashed down on her. The classes, the rent, the groceries, all seemed insurmountable now. How would she manage? She bit her lip, a wave of nausea washing over her.

She stared out the window at the empty streets, feeling utterly alone and adrift in the early morning light. The world felt utterly different than it had moments before.

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