The invitation felt like a small, cold hand gripping Amelia's stomach. Sarah's birthday bash, a raucous affair at the roller rink, clashed directly with her own low-key book club gathering. The date was circled in bright pink, a mocking reminder of her meticulous planning, her carefully chosen venue, the perfectly curated cheese board. She clenched her jaw, rereading the email, as if the words might somehow shift, the date magically changing to a week later. The air around her felt suddenly thick, suffocating.

Her fingers flew across the keyboard, typing a frantic email to the book club's group chat. *Change of venue? Last-minute cancellation?* Anything to salvage the situation. Her breath hitched as she reread Sarah's invite again and again.

Her phone buzzed. It was Sarah. Amelia’s hand trembled slightly as she opened the text. *"Hey! So excited for Saturday! What time are you getting ready?"* Amelia’s knuckles were white as she replied.

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