The vastness of the estate intimidated Mark. He sat in the vast, empty living room. His sister, Emily, was due to arrive any day. The thought filled him with a quiet dread. He felt as though he was slowly sinking.

He found it in the garden, buried beneath a rose bush: a time capsule containing letters, photographs, and small tokens from his parents’ courtship. He opened the letters, their words filled with love and hope, and a wave of warmth passed through him, a feeling he hadn’t felt in a long time.

Emily arrived, eager and energetic. "I got the investments! We're set for life, Mark!" She spoke excitedly, and he nodded, a lump forming in his throat. He went back outside, and sat in the garden, re-reading the letters, feeling something he couldn’t place, something new.

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