The air in the apartment felt heavy, thick with the scent of unlit candles. James had wanted a movie marathon, a relaxed evening. His friend, Alex, was throwing a party at a local nightclub. James knew where everyone would be. He looked at the DVDs, the covers mocking his solitary intentions.

He sat on the edge of the sofa, his hands clasped tightly. He felt the familiar knot in his stomach tighten. He hadn't expected to be left alone.

He stared out the window, watching the streetlights flicker on. The sounds of the city seemed muted, distant. A sudden wave of fatigue washed over him. He felt defeated.

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