The invitation to Chloe’s surprise talent show felt like a physical blow. It was the same day as Olivia’s planned escape room. The escape room was a carefully curated experience, planned for months. Chloe’s talent show, with its promises of karaoke, dancing, and cheap drinks, posed a direct threat.

Olivia paced her living room. Every footstep echoed with a frantic energy. She could barely stand the thought of being upstaged, her carefully crafted plans discarded for the more exciting event.

Her breath came in short, shallow gasps. She had to do something.

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