John held the draft of his father’s letter. The words hit him like a physical blow. His father, a man of quiet determination, had written a resignation letter, never sent, filled with passion for a different life. John felt a strange, internal pressure. He dropped the letter to the floor and clenched his fists.

He looked around his cluttered office. The air felt stagnant. He needed to move, to be in motion. He stood up suddenly.

He walked over to his desk, grabbing a pen and paper. He began to sketch a blueprint, a plan for a project he’d put off for years. The feeling, the *need*, to act was overwhelming. He’d never felt so driven.

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