"More coffee?" Martha's friend, Sarah, asked, her voice laced with concern. Martha waved her hand dismissively, the gesture abrupt. The cafe felt stifling, the clatter of plates and the chatter of other students grating on her nerves. She pushed her untouched scone away. The library was calling, the assigned readings waiting, but she couldn't bring herself to go. She ran a hand through her hair, the movement jerky and uncharacteristic.

Her phone buzzed incessantly. A flurry of texts. A link to her application essay. Her stomach lurched. The essay felt like a ghost, a reminder of a past self she barely recognized. The praise she'd once welcomed now seemed like a heavy weight, a demand for a version of herself that was no longer present.

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