The vast empty rooms echoed with an unbearable hollowness. He felt a constant thrumming in his chest, a desperate need to find something… anything… to occupy him. He kept going back to the front door, just opening and closing it, as if trying to force himself to feel.

He felt drawn to the old library, the smell of aged paper and leather filling the air. He ran his fingers along the spines of the books, searching for a clue, or a distraction.

He noticed a small irregularity in the baseboard. Upon closer inspection, he found it to be a cleverly disguised door. It yielded to a gentle pressure, revealing a flight of stairs that disappeared into the darkness.

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