He slammed the file onto his desk, the sound echoing in the cavernous space. Where was she? He’d been expecting her for their weekly review for an hour now. The sun beat down, turning the blinds into a barred prison. He checked his watch again, the metal cold against his wrist. He’d gone over everything a dozen times. The presentation, the financials, even his own speech, prepared with her feedback in mind.

He went to her office. Her door was open. No one. Her computer was off. He walked around to the front desk. "Have you seen Ms. Chen?" The receptionist, usually bubbly, seemed subdued. "She’s not here. She sent an email this morning, saying she wouldn't be in. Personal matters." He swallowed, the words catching in his throat. This wasn't like her. He felt a prickling sensation across his scalp, a feeling like all the air had suddenly been sucked from the room. He turned and marched to his office, his mind racing, trying to put the pieces together.

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