As the school bell rang, Emily felt a knot tighten in her stomach. Her daughter, Olivia, was entering third grade, and the teacher was Ms. Davis. The same Ms. Davis who had made her life miserable, she had a sinking feeling. She'd always associated the woman with a specific, unpleasant memory: the sting of criticism.

She had always felt the woman favored a certain type of child, and Emily had not been that type. The school building, with its familiar hallways and classrooms, took on an unsettling aura. She was going to have to make a call. The thought of this woman teaching her daughter, was almost too much.

She found herself picking at the skin around her nails. Emily wished she could go back to the carefree days. She thought of her daughter, walking into that classroom, alone.

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