The elevator ride felt interminable. Amelia stared at the numbers as they slowly ticked down, each floor a step closer to a new, uncertain future. The notice, securely tucked into her purse, felt like a burning coal against her skin.

She stepped out into the lobby, her legs shaky. She wanted to scream, to rail against the injustice of it all. But she bit back the urge, forcing herself to walk calmly to the exit.

She needed to get away, to breathe fresh air, to clear her head. The world outside, usually vibrant and welcoming, now seemed threatening.

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