The house stood tall and proud in the afternoon light. The house was not proud though. It was just a house. David and his sister, Emily, were both walking around, doing different things, but feeling the same thing. Emily was tidying up the garden, and David was looking around the house.

He went up into the attic, and the silence felt different up there. Darker, older. He sat down and sifted through a box of old trinkets, the ghosts of past conversations, the echoes of laughter, all now muted and distant.

He clutched a small, tarnished silver locket in his hand. He wasn't sure why he was there, he wasn't sure why he was alone. The dust swam around him, making it hard to see.

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