The late afternoon sun cast long shadows across the lawn. Sarah chewed on her lip, watching the fluffy white dog, Snowball, bound into her rose bushes again. She clenched her fists at her sides. The pristine petals she'd nurtured for months were being trampled.

"Oh, come on!" she muttered under her breath.

She scanned her phone for Mr. Henderson's number, but hesitated. She didn't want to seem like a constant complainer. A knot formed in her stomach. She’d spent all day weeding.

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
πŸŽ‰-0.233
happy-0.231
"-0.228