The cheerful chime of her email notification felt like a death knell. Emma stared at the screen, her world tilting on its axis. She reread the message, the words twisting in her gut. She felt a chill spread through her body, despite the warmth of the summer day.

She closed her laptop with a snap, the sound echoing in the sudden silence. She got up from her desk, the chair scraping against the floor. She needed to move, to do something, anything to distract herself from the cascade of worry.

She walked out the front door, the sunlight feeling blinding. She began to walk, aimlessly, as though she could outrun her fear.

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