The flickering television screen cast dancing shadows across the room. He hadn't bothered to turn on the lights. His parents, asleep in their bedroom, would be worried if they knew he was still awake. He felt the familiar knot in his stomach tighten.

He’d tried to call an old friend, but the call had gone straight to voicemail. He wasn't surprised. It felt like he'd become a ghost, invisible to the world.

He reached for the remote, changing the channel to something he'd seen a hundred times before. The mindless entertainment offered little comfort, yet he clung to it like a lifeline.

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