The moment David saw his son's first-grade class list, he felt a sharp stab of anxiety. Mrs. Gable. It had been decades, yet her name, written in neat cursive, ignited a fire of dread inside him. The woman was not unkind, but her strictness, her insistence on perfection, had been daunting.

He watched his son, Alex, bound into the classroom with a sense of unease. He felt a sudden, overwhelming urge to protect Alex from whatever challenges awaited him. His hands started to sweat.

He pictured the classroom, the teacher, the students. The image felt so powerful, it left him shaken. David left the school grounds, his heart pounding in his chest.

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