The university website’s confirmation page stared back at her, a stark white backdrop to her spiraling anxiety. *Denise Chen, Recipient.* Not her. A coldness spread through her limbs. She hadn't even checked this morning, so sure she'd gotten it. The carefully laid plans for her future began to crumble in her mind.

She ran a hand over her face, scrubbing at her eyes. She felt a frantic urge to pace, to do something, anything to ward off the growing sense of dread. The silence in her apartment suddenly felt oppressive, heavy with the weight of her disappointment and uncertainty. She began to mutter to herself, a jumble of panicked questions.

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