The office felt stifling, the fluorescent lights humming a dull, monotonous tune. Ava drummed her fingers on her desk, the repetitive rhythm a frantic counterpoint to the quiet desperation building inside her. She felt like she was trapped, like she was suffocating. She needed air, a change of scenery.

Later, she found herself walking along the beach, the relentless crashing of the waves offering no solace. She noticed something partially buried in the sand. A small, water-stained box. She pulled it free. Inside were some shells, a pressed flower, and a small, notebook. The notebook contained her childish handwriting. She flipped through the pages, a strange…emptiness filling her chest.

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