"Another cup of coffee, then?" Sarah asked herself, even though she already had a mug full. The caffeine did nothing to alleviate the internal tension that seemed to crackle beneath her skin. She had finished her marking hours ago and the final grades were submitted. Yet, instead of unwinding, a feeling of being bottled up consumed her.

She had tidied her apartment, alphabetized her spice rack, and re-potted all of her succulents. Nothing seemed to quiet the internal agitation. She checked the clock for the tenth time in an hour.

The mail arrived: a small, brightly colored package. It was from Ben, a student known for his infectious laughter and love of storytelling. Inside, she found a handmade, leather-bound journal, its pages thick and inviting. A note, penned in Ben’s familiar scrawl, read: "Thanks for teaching me to write my own story." Sarah ran her hand over the smooth leather, and a feeling of peace began to settle over her.

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