The late afternoon sun cast long shadows across the empty construction site. Liam shifted from foot to foot, his hands shoved deep into his pockets. He’d been working this job for months, the routine of it now a stale, flavorless diet. He was about to leave when his shovel struck something hard. He knelt, brushing away the dirt and saw a small, metal box.

Liam opened the lid. He stared at the contents: a worn copy of his favorite book, a collection of old photographs, and a mix tape labeled with his own handwriting. A forgotten sense of wonder, or regret, flooded his senses. Each item triggered a memory he couldn't grasp. A feeling of…dissatisfaction gnawed at him.

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