The book lay open on the kitchen counter, its spine cracked, worn. Her stomach churned. Mark’s story was supposed to be a surprise, a secret. Now, the glossy pages, chronicling their life, felt like an unwanted intrusion. A knot formed in her throat.

She reread a particularly intimate scene, a blush rising up her neck. She pushed away from the counter, the chair scraping loudly against the tile. It was all so…exposed. Every flaw laid bare, every insecurity magnified. She looked around the kitchen, as though she would find the answers scrawled on the fridge.

She needed to get out of the house.

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