The man next door, Mark, was a whirlwind of energy. He always seemed to be hosting parties. His laughter, loud and infectious, would drift through the walls, a stark contrast to my quiet existence. I pressed my ear against the wall, straining to hear the music. It was a cacophony of sound, a vibrant symphony that I wasn't invited to.

I sat on my sofa, the cushions worn and softened by countless hours of inactivity. A thin layer of dust coated the coffee table, a testament to the lack of company. I looked around the room, then at the muted television screen. It was all so…static.

A wave of dizziness washed over me. I hadn't gone outside in three days. Just the thought of interacting with anyone was exhausting.

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