The library was cavernous, filled with the hushed whispers of turning pages. Liam sat in a secluded corner, surrounded by stacks of books. He was working on a research paper. The yellowed pages of his notebook were filled with notes, diagrams, and sketches. The air was still and dusty, a perfect reflection of his current state.

He ran a hand through his hair. He hadn't seen anyone he knew in weeks. He felt the familiar constriction in his chest, a sense of being adrift. He opened up his email. A notice from the university. A plagiarism accusation. Someone else had submitted a paper, eerily similar.

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