The faded, handwritten list sat on the kitchen counter, a splash of stark white amidst the morning light. Sarah felt a cold knot tighten in her stomach as she picked it up, her fingers tracing the uneven script. Number seven: *Learn to surf.* She’d never pictured Liam anywhere near the ocean, preferring the dry comfort of dusty books and quiet evenings.

He’d been acting distant lately, preoccupied with something she couldn't quite put her finger on. A new gym membership, late nights at work, a smile that didn't quite reach his eyes. She flipped the page.

*Visit the Grand Canyon at sunrise.* *Write a novel.* *See the Northern Lights.* The ambition was both inspiring and… foreign. She swallowed hard, the taste of stale coffee suddenly bitter in her mouth. She couldn't shake the feeling that she was looking at a roadmap she wasn’t meant to see.

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