“Another coffee?” the barista asked. He shook his head, already buzzing from the caffeine. He couldn't focus on the book he had brought to the cafe. The thud, thud, thud from the house next door - or, well, the house *beyond* the cafe - was making him feel agitated.

He closed the book and ran a hand through his hair. He needed to be *doing* something. He started tapping his foot against the floor, a nervous fidget. He paid for his coffee and stepped back into the sunlight, deciding to walk.

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