The afternoon sun cast long shadows across the living room floor as Leo walked through the house with his sister, Maya. He kept finding himself staring at his phone, but there was nothing to see, no notifications, no messages. The air felt static, charged with an unspoken melancholy. Maya was busy making a list of jobs to be done.

He went into the den, picking up a book from the shelf, but finding he couldn’t focus. The words blurred on the page, the sentences merging into meaningless squiggles. He put the book back, feeling a wave of frustration wash over him.

He looked out the window at the garden, the overgrown rose bushes, the neglected lawn. It all felt like a reflection of something inside him. He felt his shoulders slump.

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