The glint of metal in the sun drew Liam closer. A small, sealed canister. He recognized the type, the kind they used in his old school. He swallowed hard. Why was this here? He had no memory of any of this.

He worked at the seal, his movements jerky. Inside, a USB drive, a handwritten map, and a photograph of a younger version of himself, standing next to... well, he didn't recognize the other person. His palms were clammy.

He took a step back from the spot. His gut twisted into knots. The drive felt dangerous. He kept glancing over his shoulder, as if expecting someone to materialize. He felt an intense need to throw the whole thing away.

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