The clock on the wall ticked with a maddening regularity. The apartment felt too big, the rooms echoing with emptiness. Emily spent most days rearranging furniture, just to feel like she was doing something.

She was in the middle of a particularly difficult puzzle when a shadow fell across the sun-drenched patio. It was Buster, nose twitching, exploring.

"Oh, for goodness sake," she huffed, but a tiny smile played on her lips.

As she walked toward him, she considered the puzzle, the pieces scattered across the table. Maybe she needed a break. She knelt down, and Buster, delighted, licked her hand. The puzzle could wait.

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