The excavation was slow, methodical. It was all Dr. Chen knew. He found the capsule unexpectedly. A relic from a past he couldn't grasp. His work was all he had left. The dig was near a dead and abandoned town, a world away from people and connection.

Inside, a map to a hidden place, a handwritten recipe for a dish he didn't recognize, and a picture of a group of people smiling. A wave of a feeling he’d long suppressed. He felt a phantom warmth.

He sat alone in his tent, looking at the photographs, an ache resonating in his chest. The campfire crackled in the darkness, the only sound to break the silence of the night. It felt cold, and distant.

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