The air in the garage was thick with the scent of gasoline and oil, a familiar comfort that failed to soothe him. He’d been working on his motorcycle all afternoon, a task that usually provided a welcome distraction, but today, his hands trembled, and he struggled to concentrate. The cancellation had left a gaping hole in his plans, a void he was struggling to fill.

He picked up a wrench, his movements jerky and uncertain. The metal slipped in his grasp, clattering against the concrete floor. He cursed under his breath, the words a release of the building pressure within. He needed speed, a release, the open road. He needed to feel the wind in his face, to escape the confines of his thoughts. He slammed the wrench down, a final gesture of frustration.

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