"Turn it down!" I yelled, my voice cracking with disuse. The music continued, a relentless assault on my eardrums. I slumped back against the door, feeling the wood vibrate with each beat. My hand trembled as I lifted it to knock again.

The last time I'd spoken to someone was at the grocery store. The cashier had asked how I was, and I’d just mumbled a reply. I always did. What else was there to say?

My apartment was a sterile, organized testament to a life lived alone. Every item had its place, every surface was dust-free. The emptiness, however, seeped into everything, a cold, silent echo. The music next door was the only thing making noise besides my own thoughts.

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