The apartment, once a vibrant hub of activity, was now eerily still. Liam stared at the blank television screen, the silent reflection of his own dissatisfaction staring back. He’d spent the day wandering, aimlessly exploring the neighborhood.

A dull ache throbbed behind his eyes. He’d promised himself he’d find a new job. He'd promised himself he'd be more productive. He'd promised himself... but nothing had changed. The weight of unfulfilled intentions pressed upon him. He kicked a discarded soda can across the room, the clang echoing in the emptiness.

He glanced at his phone, his thumb hovering over the number of a childhood friend, then thought better of it. Instead, he pulled on his jacket, the familiar fabric a poor shield against the internal storm.

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