The silence in the apartment pressed down on her like a physical weight. Olivia looked at the stack of unopened birthday cards on the counter. Her friend, Jessica, was hosting a themed gala, a night of dancing and lavish costumes. Olivia's quiet dinner at home felt inadequate.

She started humming a tune, a nervous habit she employed when trying to contain herself. The music sounded hollow in the empty room. She walked to the window, the city lights twinkling in the distance. They seemed so far away.

She sighed, a small sound lost in the vastness of the apartment. She was already starting to regret the entire day. She slumped into a chair, the comfortable cushioning doing little to soothe the tightness in her chest.

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