He didn’t know why he felt the need to keep going. Mr. Ramirez stared out the window at the rain, the droplets blurring the cityscape. He was a man of routine, a man of structure, yet today, he was lost in a fog of agitated impatience. He’d taught all his lessons, graded all his work. He knew he’d had a final task to complete, but couldn’t recall what it was.

His hands fidgeted in his lap, almost twitching with the urge to do something, anything, besides stay put.

A courier arrived, with a bouquet of sunflowers and a card. It was from Olivia, a student who always found the beauty in the world. The note read, “Thanks for showing me how to bloom.” The bright colour of the sunflowers brought a sudden calm.

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