Liam drummed his fingers on the steering wheel, a nervous rhythm accompanying the first day of his son, Ethan’s, third grade. He’d learned Ethan’s teacher was Mr. Peterson, his own fifth-grade teacher from a lifetime ago. A cold sweat erupted on his forehead. Mr. Peterson had been… challenging.

Ethan, oblivious, chattered away from the backseat, detailing his excitement about the new playground. Liam forced a smile, but his stomach churned. The playground, the school building, it all triggered uncomfortable echoes of his youth. The man had the same wry smile, and the same way of leaning forward when lecturing.

He parked the car, and the world seemed to tilt. Liam checked the rearview mirror, adjusted his tie twice. He felt a sudden, inexplicable urge to flee. He took a deep breath, and then unbuckled. He walked with Ethan to the door, his steps slow and measured.

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