"Swim with dolphins," Ben read aloud, his voice cracking. He was in his childhood bedroom, surrounded by the ghosts of memories. His father’s handwriting, bold and confident, filled the page. *Climb Mount Kilimanjaro.* *Fall in love again.* Ben slammed the notebook shut, the sound echoing in the stillness. He wandered into the kitchen, the space feeling vast and underpopulated now. He glanced at the family photos on the fridge, a bittersweet reminder of shared joy. He stared outside at the dark sky. The city lights seemed a million miles away.

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