Rain lashed against the windows, mirroring the storm inside Emily. She sat at the kitchen table, the half-eaten sandwich a testament to her lack of appetite. She had been neglecting herself. Her skin felt tight, her muscles tense.

Lily skipped in, clutching a drawing. “Look, Auntie Em!” it chirped. A girl with a red cloak stood in a field of flowers, holding hands with a shadowy figure. Emily’s breath hitched. She remembered her own imaginary companion, a protector who'd vanished with her childhood. A profound sense of displacement washed over her.

She excused herself and went to her bedroom. A hollow sensation settled in her stomach. The silence in the room was deafening.

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