The house was quiet, too quiet. The gentle clinking of her mother's jewelry as she did the dishes downstairs was the only sound. He sat in the living room, surrounded by family photos. A constant reminder of a time when everything had felt simpler.

He picked up a book, the pages crisp and untouched. He opened it, started to read the first sentence, but the words swam before his eyes. His mind wandered. He found himself thinking about his ex.

He closed the book, the cover now smudged. A deep sigh left his lips and he got up and walked to the kitchen, where he found his mother still doing the dishes. "I'm heading to bed, Mom," he said, hoping his voice didn't betray the weight he felt.

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