He paced, the blueprints clutched in his sweaty hand. The neighbor, Mrs. Gable, wanted a fence. Just a regular, wooden fence. Why did this create such a knot in his gut?

He reread the plans, each line a potential threat. He thought of the small dog, the one that barked incessantly. Would it still be able to see the outside world? He rubbed his neck, as if to massage away the tension.

He pictured the fence posts, going up, up, up, enclosing his yard. The vastness of the world would shrink. The breeze, the birds, everything would feel different. He reached for a glass of water, his hand shaking slightly.

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