The silence of the library was almost suffocating to Mr. Davies. He straightened a stack of books, then immediately straightened them again. He tapped his pen against his teeth, a nervous habit he hadn't realized he still possessed. He felt an insistent internal drive to make things orderly and neat.

He felt the need to get out from behind the desk, to move, to be involved in something more than the mundane tasks he had.

A courier arrived, handing him a flat, stiff envelope. He recognized the elegant, flowing script of Ms. Eleanor, the school’s former principal, and a mentor. Inside were two tickets to the opera, a performance he knew was scheduled for that evening. A note read: "Take time to enjoy the music. You’ve earned it, and thanks for sharing your passion for history with me." He could feel his shoulders begin to relax as he considered the invitation.

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