The silence of the house was punctuated only by the gentle tick-tock of the grandfather clock. Amelia ran her hand across the smooth wooden surface of her childhood desk, a tactile sensation that failed to provide comfort.

Her thoughts raced, a whirlwind of anxieties and frustrations. She should be grateful, she knew, for her parents' generosity, for their home-cooked meals, and the absence of bills to pay. But gratitude felt like a foreign language she couldn't translate.

She stood up, a sudden surge of physical energy coursing through her. She felt compelled to move, to leave, to find something, anything, to alleviate this hollow ache. She grabbed her keys, a sense of urgency driving her out the door.

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