The phone vibrated on the kitchen table. It was an email notification. Mark checked the sender’s address, his fingers suddenly stiff. It was from Emily, the girl who had disappeared from his life. He felt a tightening in his chest, a sensation akin to being squeezed in a vise. He didn’t want to read it. He really, really didn’t.

He grabbed a bottle of water and chugged half of it, feeling his hands shake as he did. He clicked on the email. He wanted to delete it. He told himself he would. But then, curiosity, or perhaps something darker, pulled him forward. He started to read.

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