The registrar’s office felt suddenly cold, the air thick with unspoken dread. He’d waited in line for hours, anticipation churning in his stomach. Now, the official’s words, "There seems to be an error," were like a physical blow. A cold sweat erupted on his skin.

He felt the blood drain from his face, leaving him pale and shaky. He fumbled with his backpack, his fingers clumsy and unresponsive. The room began to swim. He struggled to maintain his composure, to appear unaffected, but his voice cracked, betraying his inner turmoil.

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