“This can’t be right,” Leo muttered, his voice barely audible. The grade stung, a physical blow. He felt a compulsion to move, to do anything other than sit here and dwell on it. He got up from his desk and wandered through the apartment, stopping at the window, then at the bookshelf, picking up and putting down objects. He ran his hand through his hair, a gesture that he repeated several times. A nervous energy crackled within him, seeking an outlet.

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