The cafeteria was a sea of chattering voices and clattering trays. He picked at his food, his appetite gone. The sight of everyone interacting, laughing, seemed like a different world. He hadn’t spoken to anyone all day, and the silence had become a physical weight.

The other night, he had written about his crushing worries about money, his struggles to keep up with school. He knew his roommate, David, had been snooping. Now, he saw the awkwardness in David's gestures, the way he avoided making eye contact.

He just wanted someone to talk to, someone to share the burden.

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