The sterile white walls of the apartment seemed to press in on him. The silence was deafening. James felt a deep internal pressure. His husband, Alex, was at a convention, and the empty space left behind amplified his discontent. The familiar routine of his life felt… insufficient.

He stumbled upon a well-worn journal tucked away in a drawer. Alex’s handwriting was bold and confident. The entries spoke of adventures, of aspirations James had never heard of. “Learn to code.” “Travel through Southeast Asia.” James felt a sharp, unexpected emotion. He needed to *move*.

He threw on a jacket, his movements jerky. He needed to do something, anything. He didn't know what, but he had to get out, to be anywhere other than here.

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