The cobblestone streets of the old city felt oppressive. Clara wandered through the narrow alleyways, the ancient buildings pressing in around her. The bustling markets, usually a source of joy, now felt like a chaotic assault on her senses. She was constantly moving, searching, but for what, she didn't know.

She finally ducked into a small bookstore, seeking respite. Inside a shelf, she found a forgotten travel journal. A letter fell out, penned from a trip she'd taken years ago, addressed to a lover who was now just a memory. The letter was full of passionate descriptions of places she'd seen, and people she'd met, and a longing for a different life, one she hadn't yet found.

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