The hum of the washing machine vibrated through the floor of Mr. Chen's apartment. He stared at the spinning drum, watching the clothes tumble. He felt a constant, low-level electric current flowing through him. The need to expend energy was almost painful.

He had walked the dog, mowed the lawn, and even cleaned out the gutters. Yet the feeling persisted. He walked from room to room, unable to sit still.

A package arrived, slightly battered from transit. It was from Emily, a former student who struggled with social interaction. Inside, nestled among packing peanuts, was a complex, beautiful jigsaw puzzle depicting a famous art piece. A small card read: “Thank you for helping me put the pieces together.” Mr. Chen sat down at the table and began to unpack the puzzle.

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