The news felt like a physical blow. My best friend, Lisa, was converting to Hinduism. Suddenly, everything felt off balance, the ground beneath me unsteady. I tried to sound happy for her, but my voice wavered.

Afterwards, I spent the afternoon at the beach, watching the waves crash against the shore. The relentless rhythm of the ocean should have been soothing, but it didn't calm the knot in my stomach. The endless horizon seemed to stretch away, leaving me stranded on the sand.

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