“Are you sure about this, Mom?” ten-year-old Leo asked, bouncing on the balls of his feet. The prospect of Liam's arcade party the same day as his own small bowling party ignited a spark in him. His carefully chosen playlist and planned decorations suddenly felt inadequate.

He traced the outline of a comic book character on the kitchen table with a finger, then erased it. He tried again. The image never took shape. He felt a powerful impulse to *move*, to run, to shout.

“It’s going to be great,” his mother said, though her voice lacked conviction. He didn’t believe her. He went to the window, watching the kids playing in the street.

The desire to do something, *anything* to distract himself was overwhelming.

Emotion: restless

Cluster: Fatigue / Lethargy
PC1 (Valence): -0.51 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion restless. 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 restless stories, after denoising with neutral dialogue baselines, produces the restless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the restless vector is projected through the unembedding matrix.

Promoted:
own0.485
0.363
S0.333
tìm0.316
destination0.272
Suppressed:
B-0.421
заслу-0.297
টুকু-0.211
arada-0.204
background-0.202