"She was a saint," Leo had always been told of his great-aunt. He thought, as he surveyed the photographs, they looked more like a devil. A young woman with a daring dress, a cigarette and a smirk. Leo had been told she was pious.

He stared at the images. He stood there, unmoving, feeling the blood drain from his face. His carefully constructed understanding of his family was coming undone. He suddenly felt a need to sit down.

He walked over to the kitchen and made himself a cup of tea. He left the photographs spread on the table. The steam rose from the cup, but it was doing nothing to calm him.

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