The routine of the evening was meant to be soothing, but tonight, it only amplified the agitation within him. Alex started cooking, a task that normally brought him peace. He chopped the vegetables with a little too much force, the knife thudding against the cutting board. He tasted the sauce, then immediately added too much salt.

He heard the distinct sound of a conversation coming from the home office. He went to the door, his steps unusually quick.

He saw her, Sarah, hunched over a computer. She looked up, and he saw a smile on her face. Her computer screen displayed a text in Mandarin.

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