A tightening sensation in Liam's chest accompanied his frequent glances at the clock. The hours dragged; the assignment on medieval literature seemed to mock him from the desk. He felt a need to break free, a compulsion to be *somewhere* else. His son, Finn, was supposed to be at soccer practice.

He'd found Finn's phone charging in the kitchen earlier, tucked under a pile of mail. Curiosity gnawed at him. He unlocked it, the screen lighting up with a barrage of notifications. Mostly innocuous stuff – updates from friends. Then, a new Instagram notification from an unknown profile. The profile picture was a heavily filtered image of Finn.

Liam, with a deep breath, felt a sudden urge to know.

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