Liam drummed his fingers on the worn wooden table, the rhythmic tapping a frantic counterpoint to the quiet of his study. His gaze flicked towards the laptop screen, where a small, unassuming article announced his diary's publication. A jolt went through him. He rubbed his palms together, a nervous gesture. Everything felt… off-kilter.

He stood abruptly, pushing his chair back with a scrape against the floor. The air in the room felt thick, stale. He needed to *move*. He walked to the window, staring out at the rain-slicked street below. He felt a need to break out of this space, this quiet routine.

He tugged at the collar of his shirt. He wished he could just disappear for a while. The feeling was a tight knot in his chest. He grabbed his coat, deciding he would take a long walk, and think.

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