Liam ran his fingers through his hair, leaving it standing on end. He couldn’t sit still, pacing the small confines of the waiting area. His stomach churned with a churning anxiety. The chairs were too hard, the magazines unreadable. He felt trapped.

He kept replaying the doctor’s words: “Unique… unprecedented… potentially life-threatening.” The implications were a suffocating weight on his chest. He felt a deep unease, the kind that made him want to run.

He noticed a young man sitting by the window, his head in his hands. He took a tentative step towards him.

"You… you too?" he asked. The other man looked up, his face a mask of similar despair.

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