He discovered it tucked away in the back of a drawer, a list of aspirations in her elegant handwriting. *Go on a hot air balloon ride.* *Learn to paint.* *Write a children's book.*

He’d always thought he knew her. They had spent years together. This list, though, felt like a secret whispered in a language he didn't understand. A sense of unease washed over him, a cold tide that threatened to pull him under. He didn’t know how to deal with this information.

His chest felt tight. He ran a hand through his hair, a nervous habit. The silence in the room was deafening, amplified by the sharp, insistent ticking of the grandfather clock in the hallway.

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