The cramped office space amplified the tension. John stared at the email, the words – “Congratulations on your publication!” – a cruel joke. His fingers tightened into fists. He felt a constant hum under his skin, a buzzing current that threatened to overwhelm him. He pushed his chair back, the squeal of the wheels grating against his already frayed nerves.

He had to get out, he thought. He felt his head spinning, as if the ceiling was growing smaller. He slammed the door behind him and took the stairs at breakneck speed. He walked quickly down the street, almost running. He needed some air, some distance, anything to clear his head. He had to *do* something, anything.

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