A bead of sweat trickled down Amelia's temple as she scanned the email again. Liam, her Liam, her best friend since kindergarten, had applied for the same marketing position at Sterling Corp. Her jaw dropped, and she clicked the "Reply All" button on the thread to her, him, and the hiring manager. “What?!” she typed, her fingers trembling. This was supposed to be *her* job. They'd talked about it, dreamed about it, even drafted cover letters together – but only she, she thought, was actually serious.

Her chest felt tight. She ran a hand through her hair, ruffling the neatly styled waves. The application deadline had been yesterday. She assumed, naturally, that Liam was helping her edit hers. Not...this.

She reread the initial email from Sterling, detailing interview dates. Her own name was listed, and then…his. She reread it a third time, then a fourth. The screen blurred.

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