The silence that preceded the next onslaught of construction felt worse than the noise itself. David sat by his desk, unable to concentrate on his work. The air vibrated with a low hum of tension. He glanced repeatedly at his watch.

He felt the familiar knot in his stomach tighten. Each screech of the saw, each thud of a dropped object, sent a jolt of anxiety through him. He imagined the dust, the debris, the eventual disruption of his routines.

He pulled at his collar, feeling constricted. He longed for the days of tranquil routine. The peace he’d curated was crumbling.

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