He drummed his fingers on the steering wheel, the insistent tap-tap-tap a soundtrack to his growing impatience. The traffic crawled, each red light a fresh aggravation. He took a deep breath, trying to calm the racing thoughts in his mind. He should be going home, but home felt like a prison. He kept scanning the passing scenery, searching for something, anything to break the monotony. He stopped at a gas station for directions, and noticed a letter taped to the inside of the door. The address was his, the writing...familiar, and yet so distant.

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