The sight of the splintered fence and flattened rose bushes in Emily’s neighbor’s yard turned her blood cold. She pressed a hand to her chest, feeling a tight band around it. Her own cherry tree, old and seemingly healthy, stood sentinel over her garden.

She rushed outside, her slippers slapping against the damp pavement. She circled the tree, inspecting the trunk for any signs of disease. Finding nothing visible, she still felt a prickle of unease.

Her breath came in shallow, rapid pants. She imagined the chaos and the expense, the disruption to her carefully planned week. The possibility of damage to her home loomed, a dark cloud.

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