It had been a brutal day, the classroom air thick with a tension he couldn’t name. He felt a constant agitation, as though something was about to break. He kept cracking his knuckles, a nervous tic that seemed to worsen with each passing minute. The final bell rang, and as he was gathering his things, he saw it: a new follower on his Snapchat. Mr. Garcia, his Spanish teacher.

He felt a sudden flush of heat. He’d been posting silly videos with friends, practicing his Spanish. He had not thought about the potential for scrutiny. He felt exposed, naked. The room began to spin. He needed to leave, to get away, to disappear.

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