"Another round of edits?" David's colleague asked, noticing his repeated glances at the project. He felt a flush of heat rise to his cheeks. He gave an affirmative nod, attempting to appear composed. The truth was, he couldn't focus. He was jumpy, irritable.

He felt a sudden need for a strong coffee. He could feel it in his teeth. He felt as though he might explode if he didn't do something. His gaze flitted around the office, studying the patterns on the wallpaper.

He stood and walked around his desk. He went to the window, watching the movement of the people below. He needed movement, needed something to release the tension.

He spent the rest of the day in a frenetic state, constantly adjusting his tie, pacing, clicking pens, and finding it difficult to hold a conversation. The wait was testing his sanity.

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