Rain lashed against the windows of the small cabin, mirroring the storm brewing inside him. He hadn't seen anyone in three days, and the isolation was beginning to take its toll. His phone, a dull, forgotten presence on the coffee table, suddenly vibrated. He glanced at the screen, a message from his mother. He began to respond, typing slowly. “The weather’s awful, it’s cold inside here, just wish I had someone to chat with." He paused, deleting the message and instead writing a quick "Everything’s fine." He then accidentally hit send to his ex-girlfriend. It felt like a punch to the gut.

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