"Ready to go, Liam?" his manager asked, her voice a little too loud in the quiet hallway. Liam jumped, startled. He had to remind himself to breathe. He was on edge.

"Yeah, just finishing up," he replied, his voice a touch too high. He picked up his briefcase and walked with the others to the elevator, avoiding eye contact. He felt exposed, vulnerable. Every shadow seemed to be a lurking threat.

He couldn't sit still in the car during the commute. He tapped his fingers on his knee. He needed to be doing something, anything, besides waiting. He’d imagined the promotion, the salary increase, the new responsibilities, and now, all he felt was this constant undercurrent of anxiety.

The feeling intensified the closer they got to the announcement. He found himself imagining all the possibilities, each one sending a jolt of anticipation through his body. He wanted the whole thing to just be over.

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