The musty smell of the workshop was usually comforting to Arthur. The scent of wood shavings and linseed oil always soothed him. Lately, however, it churned his stomach. He watched his daughter, Lily, meticulously sanding a tiny wooden bird, her tongue peeking out in concentration. The bird was a perfect miniature, an exact replica of one he had crafted years ago. He felt a sudden tightness in his chest.

“Lily, are you sure you want to spend *all* your time here?” he asked, his voice sounding strained even to his own ears. He’d tried to get her interested in other things – sports, music, even just reading in the garden. Nothing stuck. The woodworking, however, had her completely enthralled.

He ran a hand through his hair, a nervous gesture he hadn't made in years. The way she copied his every move, the intense focus in her eyes… It was a little unsettling, like staring into a distorted mirror.

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