The apartment felt stifling to David. He was surrounded by the familiar objects of their shared life, yet he felt profoundly disconnected. He wandered through the living room, the space seeming to shrink with each passing day. He picked up a dusty picture frame and put it down with little thought. He needed to be *doing* something.

He stopped, his gaze drawn to the window, watching the vibrant life of the city unfold below. He craved the simple joy of companionship, the comforting presence of a living being. The silence in the apartment felt oppressive, a constant reminder of his solitude.

"Come on," he mumbled to himself, the words barely audible. He looked at the cat videos he'd been watching all evening. He wanted a cat. A small, furry creature to break the monotonous routine. He imagined the little creature, in their flat.

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