Maya sat in her dimly lit apartment, the rain drumming a monotonous rhythm against the windows. The biography, "Maya: The Hidden World," detailed her life as a librarian, her love for books, and her avoidance of social gatherings. She flipped the pages, a cold wave washing over her.

She had always chosen the quiet life, finding solace in the hushed tones of the library and the company of characters in the books. Now, she felt like she was being watched. The writer had described her as isolated, a recluse.

She walked towards the window and looked outside. The world seemed vast, full of people living lives she couldn’t fathom. She gripped the book so tight her knuckles turned white. It had been several weeks since she left the house. She had to do something.

Emotion: lonely

Cluster: Sadness / Despair
PC1 (Valence): -1.32 Negative
PC2 (Disposition): -1.29

Role in Research

This story is one of 1,000 stories generated for the emotion lonely. 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 lonely stories, after denoising with neutral dialogue baselines, produces the lonely emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the lonely vector is projected through the unembedding matrix.

Promoted:
S0.416
loneliness0.375
孤独0.362
solitude0.351
lonely0.344
Suppressed:
de-0.450
l-0.360
/-0.272
👏-0.262
B-0.241