The humid air pressed in on Amelia as she stalked the overgrown path. She'd been pacing the length of her tiny apartment for hours, the worn floorboards creaking with each agitated step. Her hands, usually still, fidgeted, tracing the frayed edges of her favorite shawl. She craved escape, a break from the monotonous hum of city life. The bus stop was just a few blocks away. This afternoon, she'd decided, she'd finally go. To see it.

She recalled the sunlight dappling through the leaves, the scent of pine needles underfoot. Memories, sharp and clear, flooded her mind as she walked.

The clearing was exposed. The space where the old oak had once stood was empty, a jagged stump the only reminder. A cold, hollow feeling bloomed in her chest. She took a deep, shuddering breath, her fingers clenching into fists. The gentle rhythm of the forest, once a comfort, now felt like a taunt.

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