Liam stared at his reflection in the breakroom window. He looked…off. His tie was loosened, his collar unbuttoned. He'd been fidgeting all morning, bouncing his knee under the table during the marketing meeting. The coffee tasted like ash in his mouth. He felt a need to move, to do *something* other than strategize about online ad campaigns.

The news arrived in a company-wide memo, a terse paragraph detailing the sale of the company to a conglomerate. The words seemed to jump off the screen, fueling the tension building within him. He slammed his fist lightly on the counter. He needed a cigarette, even though he'd quit months ago. He went back to his desk, the news hanging over him like a suffocating blanket.

He felt a sudden compulsion to rearrange his desk. He stacked his files in a neat, OCD-esque tower. He threw away the pens he never used. He even sharpened a pencil. The futile activity barely scratched the surface of the agitation he felt.

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