The silence in the house hummed, a constant, low-frequency thrum that vibrated in her bones. Sarah stared at the flickering television screen, the news reports of happy families and bustling communities grating on her nerves. She longed for a conversation, a connection, a shared experience that wouldn't end in the echoing void of her own thoughts.

A faded teddy bear, perched awkwardly on a chipped porcelain doll, caught her eye. It was the same one, she was sure, the one from her childhood. She reached out and touched its worn paw, memories flooding her consciousness. She felt a connection to the past, a time when life felt less disconnected.

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