The congratulatory emails began flooding her inbox, but the excitement quickly soured. The article, the one she had poured her heart into, had someone else's name at the top.

She slammed the laptop shut. Her chest felt heavy, as if weighted down. She pushed back from her desk, the chair scraping against the hardwood floor.

She paced the small confines of her room, her thoughts a jumbled mess. She wanted to scream, to lash out. Her mind raced with possible explanations, each more terrifying than the last.

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