The tiny apartment in the city always felt crowded with everything that was not her. Clara had ordered the DNA test hoping for a connection, for some sense of belonging. The box had sat on her counter for weeks.

The results, when they arrived, were a confusing jumble of names and percentages. The biological information felt… clinical. And the words, “No immediate family matches detected,” hung in the air, heavy with meaning.

She spent the day curled up on her couch, staring out the window at the bustling street below. The noise, normally a source of comfort, now grated on her nerves. The endless stream of faces, all moving towards something, only emphasized her isolation.

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