Maya’s coffee went cold in her hand as she scrolled. Her thumb hovered over the screen, then shot back upwards, scrubbing the newsfeed to refresh the page. There, again, was the familiar title: "How I Learned to Love Silence." Her essay. Her *essay*. The one she'd poured her heart into, the one that had gotten her into her dream school, and now… plastered across a university's admissions website. She felt a jolt, a dizzying sensation of falling.

A wave of heat flushed her cheeks. She instinctively reached up, touching her face as if checking for a fever. Her breath hitched. She remembered the late nights, the rewrites, the painstaking selection of each word. Now, anyone could read it. Anyone could… judge it.

"Well, this is a turn," she muttered, the sound barely audible above the hum of the fridge. She blinked rapidly, her gaze darting around her tiny apartment as if seeking an escape route.

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