The train rattled along the tracks, the rhythmic clatter a constant irritant. Liam shifted in his seat, unable to find a comfortable position. He’d been travelling for hours, but the distance didn’t seem to lessen the internal pressure that had been building all week. He kept tugging at his collar.

He opened his briefcase, searching for a distraction. Inside, tucked away beneath some paperwork, was a letter he’d started, but never finished, to his sister. He'd never sent it. The words spoke of a loneliness he rarely admitted, a desire for something more, a feeling of being disconnected from everything. He stared at it, the words reflecting the confusion swirling within him.

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