The news arrived in the form of a thick legal document. James had slammed the folder shut, the edges of the paper cutting slightly into his fingers. He had been expecting it, in a way. The distant relatives, the hushed conversations during holidays – all had been subtle clues. Still, the confirmation struck him with a force that stole his breath.

He walked to the window, staring at the familiar street below. He had a sister. A sister who had grown up without him, living a life he could only imagine. He drummed his fingers on the windowsill, the repetitive tapping a frantic rhythm against the stillness of the room. He felt a strange unease that he couldn't quite articulate.

He considered calling his mother. But the words seemed to stick in his throat. He went downstairs, took a walk, and tried to distract himself, but it was to no avail.

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