He stared at the email, the stark “C-” practically screaming from the screen. A wave of heat washed over him, making his palms slick. He slammed his laptop shut, the abrupt click echoing in the otherwise silent dorm room. He felt a need for action, a strong one. Grabbing his skateboard, he bolted out the door, the flimsy board slamming against the pavement with each desperate push. The familiar adrenaline rush of the downhill run usually soothed him, but today, it was different. It only amplified the internal whirring, the constant need for forward motion.

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