"Okay, so here's how you handle the inventory reports," Emily said, forcing a bright tone. Her knuckles were white as she gripped the mouse. The screen blurred a little as she typed. It wasn't the task itself, but the context that made her stomach churn.

The young man across from her, seemingly unfazed, nodded along, making notes in a neat little pad. Emily felt a rising tension, a pressure building in her chest. She had always enjoyed this part of her job, the detailed organization, the careful tracking, but now it felt like a chore.

She glanced out the window, at the sunshine that filled the sky, and thought of all the things she still wanted to do, things she now wouldn’t get to do.

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