He slammed the door of his new workshop with a frustrated growl, the metal vibrating in his chest. Inside, the unfinished projects seemed to leer at him. He couldn’t concentrate, the ideas buzzing away like trapped bees. He went back to the living room, grabbing a handful of screws and his flashlight.

The old house felt oppressive, like the walls were closing in, even though it was three times the size of his previous apartment. He ran his hand across the faded wallpaper, tracing the floral pattern with a distracted focus. It felt scratchy, rough against his palm.

He found himself wandering the halls with the singular purpose of putting the house back together. He checked the old fireplace, noticing that a brick had been slightly dislodged. He tapped it. It sounded hollow. He began to work at it, his fingers aching from the effort, until he pulled it loose, revealing a dark cavity beyond.

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