"Another round?" The bartender asked, his voice barely audible above the din of the bar. Noah just shook his head. The beer sat untouched on the counter. The pub felt too close, the air thick with smoke and anticipation. He needed air, the cool night air. He rubbed his temples. He was meant to be writing a short story. The words wouldn't come. The story was supposed to be about adventure, about escape. Right now, escape felt like the only thing he craved.

The email popped up on his phone. His college essay. He frowned. He'd thought he'd put it out of his mind. Now, the words resurrected themselves in his mind's eye. And he wanted to tear them up.

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