"Have fun, sweetheart!" Karen said, forcing a smile as she dropped off her son, Ben, at school. He was entering fourth grade. Her throat felt tight. The teacher, Mr. Peterson, was the same Mr. Peterson who had made her elementary school years a living hell.

She recalled the man's meticulous grading system and his exacting standards. She felt a familiar weight pressing on her chest. Karen couldn’t shake the image of her own past and her own failures.

She watched Ben run off toward the classroom, filled with a sense of helplessness. The world seemed to fade, as she recalled the man’s voice. She went home, the silence of her house amplifying the anxiety.

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