Ethan was tapping his foot so hard against the linoleum floor of their dorm room that he thought he might wear a hole in it. A strange, jittery energy pulsed through him. He checked his phone again, the screen already a blurred mess of notifications. He needed something, anything, to break the monotony.

He'd spent the last few weeks in a mental fog. His roommate, Mark, was out, so Ethan decided to grab a soda from the fridge, his gaze settling on his bed. His journal lay there, slightly askew, with the corner of a page turned down. A cold dread washed over him. He felt like he’d been punched in the gut.

He grabbed the journal, the paper feeling rough against his sweaty palms.

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