The professor’s office felt suddenly small, suffocating. The air grew heavy as he explained he would be moving on. Chloe, already prone to panic, felt a cold sweat break out on her forehead. She swallowed hard, trying to hide her reaction.

Her meticulously planned thesis, her research, her future… all hinged on Professor Olsen’s expertise. She fiddled with the strap of her bag, twisting it and pulling it, anything to stop the sudden urge to scream. She had to stay calm. She had to ask the right questions. But her mind was racing, her thoughts a jumbled mess.

She focused on a tiny speck on the professor's desk.

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