The wind howled outside, rattling the windows of the cottage. Clara sat by the fireplace, the flames casting dancing shadows on the walls. Her fingers traced the lines of a worn map. She had escaped the city, seeking refuge in the quiet. The stillness of the mountains felt like a balm, at first.

She'd spent months painstakingly documenting the local folklore, creating her own book. It had become her life. She opened an email. A publisher had contacted her. Another author. Same subject. Similar story. Her blood ran cold.

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