The radio played a cheerful tune, but the music felt distant, filtered through a thick layer of… something. Ethan couldn’t identify it. He pulled over to the side of the road, the car’s engine cutting out with a definitive *thunk*. He turned off the music.

He gripped the steering wheel, his knuckles bone-white. The news, delivered over a hurried lunch, had left him feeling… unbalanced. He had just been laughing a moment before.

He closed his eyes, his breath hitching. The vast, empty highway stretched before him, a symbol of the distance now growing between them.

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