The apartment was too tidy, too organized. Each object in its place, a constant reminder of the lack of… anything to interrupt the monotony. Ben ran a hand through his hair, a gesture of frustration, and sighed. He desperately sought something to fill the space.

He longed for the playful energy of a dog, the gentle companionship.

He cleared his throat. "Sarah, what do you think about getting a dog?"

Sarah looked up from the book she was reading. “No, way. Too much work, and they smell. We have a shared responsibility."

Ben found himself staring at the wall, with a sharp feeling within him. The silence in the apartment echoed around him.

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