"Condo Conversion," the landlord had written in a note attached to the rent check. It was a note that made him grind his teeth. He felt a constant pull to be somewhere else. His hands were clenched.

He found himself irritable and short-tempered with everyone he encountered. He snapped at the barista at his coffee shop. He cut off the bus driver when he asked for directions. He felt a sharp prickle of frustration at every small inconvenience.

His apartment felt suffocating. He decided to repaint his bedroom, the walls of which he'd never had to re-do in the five years he lived there. He picked out a bright, almost jarring shade of yellow. The color seemed to assault his eyes. He painted until exhaustion finally pulled him under.

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