"Have a good day!" Maria chirped, trying to sound cheerful as her son, Mateo, headed into the school. The kindergarten classroom, the same one she had spent so many hours in, felt like a prison. The teacher, Miss Ramirez, was the same woman who had terrified her as a child.

She clutched her purse tightly, unable to shake off the sense of dread. Miss Ramirez, with her stern demeanor and sharp eyes, had been the source of so much apprehension. The school building loomed over her. Maria felt a sense of unreality.

The thought of Mateo being under her care, the very same woman, created a whirlpool of unease inside her. She needed to know everything would be okay. Maria wanted to run. Instead, she stood and watched him walk in the door.

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