He drummed his fingers on the mahogany desk, a frantic tattoo against the silence of his office. The paperwork for the day sat in a neat stack, untouched. His gaze drifted to the window, where the city sprawled, indifferent to his agitation. He couldn't focus; his thoughts were a swarm of buzzing insects. The invitation from his old high school arrived in the mail yesterday, a class reunion. A wave of unease rippled through him. He recalled the stories of people he’d once known, including his childhood tormentor, now practicing therapy a few blocks away.

A sudden, impulsive need to move, to be somewhere else, propelled him out of his chair. He had to go, immediately, he just didn't know where.

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