The doorbell rang. Sarah opened it to find a delivery man holding a package. Inside was a leather-bound book. Her name embossed on the cover, in gold lettering. *The Untold Story of Sarah Miller.* She knew she didn't commission this.

Her hands shook as she opened the book. She needed to sit down. She let herself into her kitchen and leaned against the counter for support. The pages were filled with details she had never shared with anyone. She felt a dizzying pressure building behind her eyes.

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