He hadn't been able to concentrate all day. The lecture notes remained a jumbled mess in front of him. Every noise in the room scraped against his raw nerves. He couldn’t shake the feeling of being watched, even in the privacy of his own space.

He needed to be outside, moving, doing *something*. The silence of the dorm room was unbearable. He ran a hand through his hair, dislodging strands of hair onto the desk. Then his gaze fell upon the familiar black cover of his journal, lying open. A pulse of anger shot through his veins. His roommate, Ben, was in the kitchen, humming, but Alex knew. He just *knew*.

"Ben!" he called, his voice sharper than he intended.

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