The rhythmic clicking of the knitting needles echoed through the living room, a sound that had once lulled Maria to sleep. Now, it grated on her nerves. Her daughter, Chloe, sat on the floor, surrounded by balls of yarn in every color imaginable, creating a sweater that was a near-perfect copy of the one Maria had finished just last week.

Maria gripped the arms of the sofa, knuckles white. It was like living in a time warp. Chloe was becoming a carbon copy of her, and the thought was unnerving.

"Chloe, honey, don't you think you should… go outside, get some fresh air?" The words came out in a rush, a desperate plea masked as a suggestion. Chloe merely glanced up, her expression inscrutable, before returning to her task.

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