The bustling marketplace, normally a source of comfort, now felt like a taunt. The vibrant colours and enticing smells seemed distant, even unreal. Liam watched his friend, Ben, who’d constantly talked about being a real estate agent. Today, Liam had seen him selling knock-off watches at a stall. A shiver ran down his spine, a coldness that had nothing to do with the winter air.

He wandered through the crowded lanes, feeling a disconnect from the cheerful vendors and chattering shoppers. The weight of his own thoughts pressed down on him, turning the air thick and heavy. He paused at a fruit stall, staring at the perfectly arranged apples, but found no appetite.

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