A tremor ran through David’s hands as he gripped the chipped mug. He pretended to be absorbed in the swirling patterns of the coffee, but his gaze kept darting towards the window. Every rustle of leaves sent a fresh wave of unease crashing over him. He’d seen the surveyor’s truck earlier, parked on their shared drive.

The doorbell, a sharp rap, startled him. He let out a small, involuntary gasp.

He answered the door, forcing a smile that felt brittle. Across the property line, Mr. Fitzwilliam, his usual affable demeanor gone, gestured towards the towering oak. “It’s a hazard, David, plain and simple.” His tone was clipped, businesslike.

David’s knuckles turned white as he clenched his fists, the blood draining from his fingertips. The image of the oak, its boughs thick and strong, consumed his thoughts, a knot of dread tightening with each passing second.

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