The clinking of the tools in the garage had always been a soundtrack of comfort for Mark. He loved tinkering with cars, it was his solace. Now, however, the rhythmic sound of his daughter, Sophia, working on a vintage engine filled him with unease.

She was better than he was. She knew more, and she moved with a confidence that both impressed and unsettled him. He watched her from the doorway, the scent of gasoline heavy in the air, his chest constricting.

"Sophia, you know, maybe that old engine isn't worth the trouble," he said, trying to sound casual. She glanced up, her face smudged with grease, and shook her head, returning to the engine.

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