David stared at the computer screen, the screen swimming before his eyes. He’d envisioned a simple family tree, a few interesting facts. The reality was a chasm. Suddenly, his lifelong memories felt… incomplete. He felt a need to re-evaluate them.

He slammed the laptop shut, the sound echoing in his otherwise quiet apartment. He felt a sudden chill, despite the warm spring day. He found himself avoiding his phone, terrified of what his sister might say.

He walked over to the bookshelf, running his fingers across the spines of the books. He had a sudden urge to get rid of them. The books didn't feel like his.

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