"Become a scuba diver." The words, penned in his partner, Grace’s, beautiful calligraphy, seemed to scream at him from the page. Liam’s hand involuntarily went to his chest, as if to calm his racing heart. Grace, who was afraid of the deep end of the pool?

He scanned the rest of the list: "Learn to code," "Write a book," "See the pyramids." He felt a cold dread creep into his bones. All these things, they were things he didn’t know. The comfortable silence of their home, the space they shared, became unsettling.

He could feel his pulse throbbing in his ears. He was unsure of what to do. His mouth felt dry, and he felt like he was unable to breathe. He needed to get out of the house.

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