The invitation to come outside, extended by Mr. Henderson, settled a cold stone in Amelia’s stomach. She stalled, fiddling with the chipped ceramic of her coffee cup, pretending to admire the intricate pattern. The insistent tap at the back door repeated, and she knew she couldn’t delay any longer. Her fingers, usually so deft at knitting, felt clumsy as she finally unlocked the door.

He stood there, a jovial giant with a clipboard in his hand and a smile that didn't quite reach his eyes. "Just a quick chat about that maple, Amelia," he boomed, his voice a little too loud. Immediately, the skin on her arms prickled.

She stared, unblinking, at the tree in question. Its leaves were already beginning to turn, painting a fiery spectacle against the autumn sky. A sudden tightness constricted her chest; the feeling of her lungs being squeezed into a smaller space.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228