The afternoon sun, usually a source of comfort, felt like a spotlight on Elias's face. He could not stay still, shifting in his seat during the final period of French. He found himself tapping his foot, and doodling in his notebook instead of taking notes. The room felt crowded, the air thick with the scent of stale chalk dust. A glance at his phone revealed the latest development: Mr. Dubois, his French teacher, was now following him on Twitter.

He felt a knot tighten in his stomach. He’d ranted about the endless grammar exercises. He'd criticized the assigned reading. Now, here he was, exposed. The world suddenly felt small, and constricting. He could barely breathe. He needed to get out, to *go* somewhere, anywhere.

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