A cold sweat slicked down David’s back. He’d arrived at the Italian restaurant first, eager for his anniversary dinner with "Sarah". The reservations were under his name, the flowers were on the table, but Sarah hadn't arrived, an hour after the time set. He kept checking his watch, the numbers blurring. Each text reply from Sarah, full of vague excuses, felt like another punch to his gut. He pushed the untouched breadsticks around his plate, his appetite gone. The waiter gave him a sympathetic look. He hadn't noticed the same look when the other diner was asking questions at the bar.

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