"Reunion, huh?" I muttered, crumpling the invitation in my hand. My apartment was dark, illuminated only by the flickering light of the television. The muted sounds of a sitcom were the only company I had.

The silence that followed was deafening. I imagined the chatter, the laughter, the shared memories. I’d always been on the periphery, the observer. I’d probably be even further out now.

I tossed the invitation into the trash. It was easier to avoid it altogether.

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