He stared at the blank screen, the cursor blinking accusingly. The news was a hard blow. His self-adjusting desk lamp, a project he'd poured all his energy into, was already claimed. He couldn't shake the feeling of being… lost. He closed his laptop, the click echoing in the otherwise silent apartment. The city lights blazed outside his window, a million points of light, each representing a life, a story, a connection he didn't seem to have. He buried his face in his hands.

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