The email arrived mid-afternoon, just as Leo was finally making some headway on his economics paper. He clicked the link, the words "Urgent Announcement" immediately causing a knot to form in his stomach. He skimmed, heart thudding against his ribs. The university, his university, was shutting its doors. He felt a wave of dizziness and had to grip the edge of his desk to steady himself. His carefully constructed plans, his future, felt like they were dissolving into vapor.

He reread the announcement. His vision blurred slightly. He pushed his glasses up his nose, the metal cold against his skin, trying to focus. He thought of his parents’ sacrifices, the loans he’d taken. Now what? The question pounded in his head, a relentless drumbeat. He slowly stood, walked to his window, and stared out at the campus quad, suddenly foreign and unfamiliar.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290