The email’s subject line screamed at Sarah, a vicious digital shout. "New Department Assignment." The message went on about “re-evaluation” and “skills realignment.” She barely registered the language. Her heart hammered against her ribs, a frantic bird trapped in a cage. Her transfer to the Sales Team felt like a betrayal.

She pictured herself, a quiet librarian, transformed into a relentless salesperson. The thought was absurd, preposterous. Her hands started to sweat. Her carefully curated life, built on books and silence, was being ripped apart. She felt the urge to scream.

She clutched her desk, her knuckles white. She pictured herself at a sales meeting, forced to make a presentation. She shuddered, and her breath caught in her throat. She felt an incredible urge to hide, to vanish, to be anywhere but there.

She picked up her phone to call her friend, but the phone seemed impossibly heavy.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244