"We have reason to believe..." The phrase echoed in Michael’s ears. He sat hunched in his chair, the room's fluorescent lights exacerbating the oppressive feeling. He had always been a solitary individual. He preferred the quiet company of his books. But now, that solitude felt like a punishment.

His usual routine of studying and taking walks in the park felt tainted. Everywhere he went, he felt as if the air itself was judging him. He skipped dinner, unable to stomach the thought of eating alone in the crowded cafeteria.

Later, he lay in bed, staring at the ceiling. The silence of his apartment was deafening, broken only by the occasional passing car. He felt like he was floating in an enormous void.

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