"No, no, no," Mark whispered, tracing the words on the emailed notice. He re-read the email, and the words still stared back, accusing and stark. The university, his life for the past three years, was closing.

The campus, usually vibrant and energetic, now felt like a ghost town. He walked through the halls, his steps echoing in the sudden quiet. Every classroom door was locked. He watched a couple of students packing, their faces grim. He felt a heavy weight pressing down on him.

He sat on the bench in the quad. He felt the cold seep through his jeans. He didn’t want to go back to his empty apartment.

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