“Swim with dolphins,” Liam read aloud, his voice strained. His father, a man of routine and practicality, had apparently been a secret dreamer. The list was a stark contrast to the life he had known. “Write a song.”

He crumpled the paper in his hand, a futile gesture. He wished he could just make it disappear. He felt a tightness in his chest, a sensation of being trapped in a small, suffocating space. He had to be strong, for his younger sister.

He closed his eyes. The world seemed to tilt on its axis. He couldn’t shake the sense of an impending disaster, a chasm opening up beneath him. He was supposed to be the anchor, and he felt like he was slipping away.

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