Clara stared at her reflection in the bathroom mirror. Her gaze was fixed, unblinking. She felt like an imposter. The face staring back at her was the same, yet the person felt foreign. She brushed her teeth with exaggerated, frantic motions. She was supposed to be preparing for her debate team practice, preparing to argue, to convince, to persuade. But her focus faltered. The very idea of it felt exhausting.

A ping from her phone. A news alert. Her application essay. Published. The words she’d written, the hopes she’d expressed… They felt like a distant echo. She swallowed, a knot tightening in her throat. She couldn't shake the sensation of being exposed.

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