He felt a prickling heat under his skin, a buzzing behind his eyes. Liam slammed the textbook shut, the sound echoing in the silent library. He’d been staring at the same page of Kant for an hour, the words blurring into meaningless shapes. His thesis advisor, Professor Davies, was departing. A new opportunity, they said. He ran a hand through his hair, the gesture somehow frantic. He had to go outside. He grabbed his coat, the fabric feeling alien against his skin, and practically bolted from the building, the air outside suddenly feeling thin and insufficient.

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