He stared at the spreadsheet, the numbers blurring, the figures swimming before his eyes. The office felt stifling, the air thick with unspoken frustrations. He stood up, knocking his chair over in the process. He pushed away from the computer, needing to escape the confines of his office. His thoughts had been preoccupied all week. He was due to renew his medical license, and he was required to list the details of his past. A memory from his youth sparked in his mind – the boy who stole his lunch money, now a practicing psychologist. His hand instinctively reached for his car keys.

He needed air, a change of scenery. He needed to know.

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