The email arrived like a rogue wave. Sarah’s hands, usually steady as she typed, began to tremble. Her name, alongside Mark’s, sat in bold lettering under the subject line: “Promotion Opportunity.” She reread it, the words blurring slightly. A flush crept up her neck, a heat that seemed to originate from the pit of her stomach. She’d always assumed Mark, with his effortless charm and golf outings with the boss, was the clear favorite. Why her?

She swiveled in her chair, gazing out the window at the bustling city below. A knot formed in her chest. Had her quiet dedication, the countless late nights spent perfecting presentations, finally been recognized? Or was this some kind of error? A mistake that would soon be corrected.

Her phone buzzed. It was Mark. “Hey, seen the email?” he said, his voice laced with a strange inflection.

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