The basketball bounced erratically off the cracked pavement. Mark missed the shot, the ball clattering against the hoop. He didn't bother to retrieve it. Across the country. That's what his best friend, David, had said. The words echoed in his head, a relentless thrum.

He kicked at a loose stone. The sun felt too bright, the air too still. The familiar sounds of the park, the distant chatter and laughter, were a blur.

Mark ran his hands through his hair. He pictured David in a new city, making new friends. A wave of something cold washed over him.

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