The exam room was a sea of focused faces, but Sarah couldn’t concentrate. She stared at the blank page, her mind a whirlwind of anxiety. The accusation, still fresh in her mind, hung like a dark cloud over her. She felt a burning sensation in her chest, making it hard to breathe.

She gripped her pencil, her knuckles white. The words of the exam questions swam before her eyes, indecipherable. She felt a desperate need to flee, to escape the confines of the room, but she knew she couldn't. The weight of the situation was crushing.

She forced herself to reread the questions, trying to focus, but the fear was overwhelming. She glanced around the room, at the other students, their expressions serene. She felt utterly alone, trapped in a nightmare of her own making. Her breath hitched, and she felt a wave of nausea wash over her.

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