The constant tapping of Arthur's pen against his desk was almost a melody, a nervous rhythm he couldn't stop. He hadn't been this agitated in years. He’d meticulously crafted his application, perfected his interview answers, but still, he felt an undercurrent of disquiet.

He glanced at his phone, then quickly away. No news. Nothing. He wanted an answer, any answer, instead of being suspended in this purgatory. He felt the need to pace, to move, to burn off this pent-up energy. He forced himself to sit and stare out the window.

The office felt confining, a cage. He couldn’t focus on the daily tasks. He got up and walked to the water cooler, taking a long, deliberate sip. He needed to get out of the building. Even the simple act of breathing fresh air felt like a necessity at this point.

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