He'd been biting his nails all morning, a habit he'd long conquered. The news had sat like a stone in his stomach: the tree, the one he'd nurtured as a child, had been felled. He felt a powerful urge, a physical need, to *do something*, anything to alleviate the tightness in his chest.

The air was still, heavy with the scent of damp earth and decaying leaves. He'd thought the walk would help; but instead, it amplified the feeling.

The space was bare. The place where the branches had reached for the sky was now open, exposing the emptiness within him. He ran a hand through his hair, the gesture clumsy and frustrated. The quiet of the woods, which he usually loved, mocked his unease.

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