He’d changed his clothes three times, and still felt uncomfortable, like a wire was permanently buzzing under his skin. He couldn't focus on his work, even though he knew he had deadlines. The incessant tapping on the glass window.

It was Mrs. Rodriguez, his neighbour, her face beaming. She held a packet of sunflower seeds. “Mr. Thompson, could I plant a few sunflowers along your fence? It’s perfect sun exposure.” He felt a strange flutter in his chest, a desperate need for control.

"I need to think about it," he said, the words coming out in a rush. He felt compelled to move, to be in action. He turned and quickly began pacing in his living room. The garden would need a fence. He'd have to find some.

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