The email notification chimed, a cheerful *ding* that seemed to mock Maya as she clicked on it. Her breath hitched. The subject line was the death knell: "Scholarship Application Update." Her fingers fumbled as she opened it. Rejection. The words blurred before her eyes. She blinked hard, then again, as if she could will the sentence to rewrite itself. Her jaw dropped open, a silent O of disbelief. She ran a hand through her hair, tugging at the strands.

The coffee cup she was holding trembled in her grip, threatening to spill its contents. She set it down, the ceramic clinking loudly against the wooden table. A wave of heat washed over her face, followed by a sudden chill that prickled her skin.

"No," she whispered, the sound barely audible. She reread the email, hoping against hope she’d missed something. She hadn't.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219