He kept fiddling with the stapler, the metal cold against his clammy palms. It was a habit, a nervous tic that he couldn’t shake. His breath hitched as he reviewed the blueprint one last time. Every line, every connection, every single detail was etched into his memory, yet he still felt a frantic need to re-check everything.

A conference room had been booked for the presentation at 10 am. He was scheduled to go first. But he’d heard whispers in the office; whispers about someone else, in a different team, working on something eerily similar.

He ran a hand through his hair, tugging at the strands. The meeting was in five minutes. He could feel a rising tide of unease swelling in his chest.

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