Marco stared at the ceiling of his dorm room, replaying the email in his head. Denied. The scholarship denial, he hadn't known what he was going to do. The financial pressures were overwhelming. He felt utterly alone in the fight.

He looked around the room, cluttered with textbooks and half-finished projects. He hadn't heard from his family in weeks. He wished he could just disappear, to be somewhere else, anywhere else.

He got out of bed, went to the window, and stared at the dark sky. The city lights twinkled like distant stars, a stark contrast to the darkness that had settled inside him. He felt himself shrinking.

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