The drive home felt interminable. David gripped the steering wheel so tightly that his knuckles were white. He glanced at the scholarship rejection email on his phone. It was still there, a constant reminder. The familiar route, usually a source of comfort, now felt like a path to despair.

He cranked up the radio, but the music failed to penetrate the fog that had descended over his mind. He was overwhelmed by the financial implications. He considered the long hours heโ€™d have to work, the sacrifices heโ€™d have to make. He wanted to scream.

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
๐Ÿ˜ฐ0.277
๐Ÿ˜ฃ0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
๐ŸŽ‰-0.233
happy-0.231
"-0.228