Liam drummed his fingers on the worn tabletop of the coffee shop, the rhythmic tapping a counterpoint to the gentle hum of conversation around him. He'd been nursing the same lukewarm latte for an hour, the caffeine failing to ignite any spark within him. The thesis he was supposed to be working on remained untouched on his laptop. The words felt distant, meaningless, a task to be checked off. Outside, the city thrummed with activity, but inside, a sense of disquietude settled over him, the feeling of being trapped.

His phone vibrated. A former professor's email. He dreaded the opening of it. Sure enough, the subject line read: "Your Essay!" He sighed, a slow, heavy expulsion of air. The essay he'd poured his heart into, written so long ago, was now public knowledge. And he couldn't help but feel a sudden pang of regret for his younger self's optimism.

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