The late afternoon sun cast long shadows across Ms. Rodriguez’s tidy garden. She knelt, trowel in hand, meticulously weeding around her prize-winning rose bushes. The air was thick with the scent of damp earth and blooming flowers, but she felt no peace. An internal pressure kept her in motion.

She had already pruned the hedges, swept the patio, and even polished the outdoor furniture. But the feeling wouldn't abate. She stood up and brushed the dirt from her hands, a sigh escaping her lips.

A delivery van pulled up to her driveway. A large, awkwardly shaped box was left on her porch. It was from Samuel, a student she recalled having to encourage and motivate. The box contained a hand-carved wooden birdhouse, a miniature replica of her own home. A note read: "Thanks for always making me feel like I had a place to belong." Ms. Rodriguez’s shoulders relaxed a little as she examined the intricately crafted work.

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