He stared out the window, the world a hazy blur. He'd tried to focus on his work, but the letters swam on the page. He felt an intense need to release the pressure building inside. He felt as though he would explode if he stayed still for another moment.

Suddenly, a loud, cracking sound shattered the quiet. He bolted from his chair.

Across the street, the massive, ancient elm in Ms. Chen’s yard lay in ruins. It had come down in the wind, taking a section of her fence with it. He grinned. Finally, something to break the monotony.

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