A persistent itch between his shoulder blades plagued him. James, staring at the ceiling, felt a deep dissatisfaction blooming in his gut. He tossed the covers off, swinging his legs over the edge of the bed. Sleep was a distant memory. He needed to get out, do something, anything to alleviate the pressure that was building inside him. The last thing he wanted was to feel like he did right now. A flyer from a local health clinic had caught his eye yesterday. It advertised an introductory session with a therapist, Dr. Ethan Cole. Ethan Cole, the boy who used to pull his hair on the playground.

He groaned, considering the possibility of facing him again. Yet he felt a strange, inexplicable pull, a need to know the why.

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