A cold sweat slicked down David's back as he waited outside the interview room. He chewed on his thumbnail, a habit he'd thought he'd broken years ago. Through the closed door, he heard the muffled laughter of the interviewer and, unmistakably, Liam’s voice. *Liam*. They'd submitted their applications on the same day. David remembered sharing a nervous joke with Liam about the interview process, just the week before. Now, the thought of Liam's success filled David with a disquiet he couldn't name.

He ran a hand through his hair, already feeling like the interview was over before it began. Every creak of the door sent a jolt through him, each moment stretching into an eternity of dread. He couldn't shake the picture of Liam walking out, grinning, a glint of triumph in his eyes.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217