He chewed the inside of his cheek, a nervous habit that had become almost constant. The renovations next door had begun a week ago. This morning, a particularly loud crash had sent him leaping out of his chair. Now, he sat at his desk, staring out the window.

He felt pent up, as if he could burst. He wanted to shout, to smash something. He resisted the urge. He rose, paced the room, the floorboards creaking under his weight. His mind raced, seeking something to ground him, a solid point, but finding only static. He had to be productive. He wasn't.

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