She stared at the blank screen, the cursor blinking, mocking her inability to write. The words wouldn’t come. How could she possibly focus? The lawyer's email had described her half-sister, a woman named Olivia, and it was hard to concentrate on anything else. She’d spent so long alone, building a life of her own.

She sighed, a sound of profound weariness. The apartment felt suffocating, the walls closing in. She got up and walked to the window, the city lights blurring through her tears. The news had left her feeling like she was being watched.

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