David found the biography, "David: The Unspoken," on the doorstep of his small cottage. The book detailed his reclusive life, his years spent in the remote countryside, his avoidance of social interaction. He felt a familiar knot of unease tighten in his gut as he read it.

He sat on his porch, watching the sun dip below the horizon. The silence of the countryside, usually comforting, felt suffocating. He realized the book mentioned a woman he’d seen once, years ago. He wondered if the author had ever met her.

He took a deep breath, the scent of the pine trees doing little to ease the feeling of constriction in his chest. The biography portrayed his solitude as a failing, not a choice, and he felt like he was being judged. He wanted to go and talk to someone, but he didn’t know who to talk to.

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