Rain lashed against the windows, mirroring the frantic drumming in David's chest. He stared at the newly-fallen pine in Mr. Peterson's garden, its branches splayed like a broken arm. His gaze flickered towards his own property, toward the towering, spindly willow that threatened his house.

He paced the length of his living room, his hands clasped behind his back. The wind howled, a mournful sound that amplified the tension in his shoulders.

"Should I call someone?" he muttered to himself, the question barely audible above the storm. The practical voice in his head urged him to be proactive, but another part of him resisted the thought of the cost, the hassle, the possible bad news.

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