Sarah drummed her fingers on the mahogany desk, a staccato rhythm against the hushed office ambiance. The emails she’d been attempting to answer blurred before her eyes; the words swam on the screen. She stood abruptly, the chair scraping a discordant note against the polished floor. Outside, the city thrummed with a frenetic energy she craved. She needed a change of scenery, something to break the monotony. The promotional interview loomed, and the wait was unbearable.

She grabbed her coat and practically bolted from the office. The air outside was crisp, the sky a vast expanse of pale blue. She walked faster, her pace quickening with each stride. She passed a bustling café, the aroma of coffee pulling her, but she bypassed it, intent on reaching the park. The gentle sway of the trees offered a small sense of peace.

Her thoughts, however, still raced. The other candidate, Mark, had the same qualifications, the same experience. He’d probably already planned his wardrobe. The uncertainty gnawed at her insides; she felt like an overwound spring. She had to do something, anything to quell the jittery feeling.

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