The air in the house was thick with unspoken words. John had been snapping at his wife all morning, the smallest things setting him off. His leg jiggled constantly beneath the kitchen table. He was jumpy, irritable. He needed to be outside, to be somewhere, anywhere, else.

He walked to the window, finally deciding he needed to go out for a drive. A gust of wind blew across his face.

The absence of his car hit him hard. A sudden, cold shock swept through him as his eyes fell on the empty space. Rage, sharp and immediate, replaced the simmering frustration. He slammed the door, the sound echoing the turmoil inside him.

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