"Remember, be on your best behavior," Robert said, his voice unusually high-pitched as he prepared his daughter, Sophia, for the second grade. The teacher, Ms. Thompson, was the same teacher who had given him a hard time when he was younger. A wave of nausea hit him.

He had always found Ms. Thompson to be cold and distant, a woman who seemed to delight in pointing out his mistakes. He watched his daughter, her face bright with anticipation. Robert fought to appear calm.

He felt the familiar knot in his stomach. He didn’t want his daughter to experience the same feelings of inadequacy he had. He wanted to go with her, to stand in the back of the classroom. He let out a breath he didn’t know he was holding.

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