A tremor in Elias's hands made the coffee slosh precariously close to the brim of his mug. He’d been staring at the university’s email for an hour, the words a constant, gnawing presence. The university was done. Finished. Kaput. A hollow ache bloomed in his gut.

He rose abruptly, the chair scraping against the linoleum floor. The small studio apartment, usually his sanctuary, felt like a cage. He reached for his keys, then paused, hand frozen mid-air. Where was he even going to go?

He threw the keys back onto the table with a frustrated thud. His foot tapped a frantic rhythm against the floorboards. The rhythmic beat did little to calm him, though, instead just fueling the fire. He had to *move*.

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