“Ride a hot air balloon,” Liam muttered, reading the faded ink. He was standing in the cluttered workshop, surrounded by his father’s tools and the smell of sawdust. The list, tucked away in a toolbox, was a painful reminder of what he'd lost. *Build a treehouse.* *Visit every national park.* *See my son happy.* Liam sighed, the weight of the list pressing down on him. He felt trapped, adrift in a sea of unspoken emotions. He picked up a hammer, and began hammering nails into a piece of wood.

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