Liam was perched on the edge of the sofa, bouncing his leg like a jackhammer. He glanced at the clock – another hour before he could leave for his friend's. The delay felt like a physical weight, pressing down on him. He needed out. He needed something. Anything.

He’d been tasked with clearing out his late mother's storage unit. The task was overwhelming, an ocean of memories he wasn’t sure he was ready to navigate. He was supposed to focus. He just wanted to go.

A small, leather-bound trunk caught his eye. He pried it open, its hinges groaning. Inside, he found a treasure trove. His mother's high school essays, meticulously corrected and annotated. He picked up one, a reflection on the meaning of life, and felt a strange tug in his chest. A profound and sudden desire to connect with this ghost. He closed the lid, his agitation intensified.

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