The campus quad was normally a place of solace, but today, it offered no peace. Liam wandered aimlessly, kicking at loose pebbles and avoiding eye contact with anyone. He felt a constant itch under his skin, a need to shed his own form. The sunlight, usually welcome, felt oppressive.

The scholarship had been the culmination of years of hard work, a validation of his dreams. Now, it felt like a poisoned chalice. He should have told them, he knew that. He should have said something. But he hadn't.

He stopped, abruptly, and sat down on a bench, his hands clenched into fists. He watched a squirrel chase a nut up a tree, a strange sense of envy welling up.

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