"Are you sure you don't want to come?" Liam had asked, his voice strained. His friend, Ben, was having a pool party at his lavish new house. Liam's small gathering, a gaming night, felt insignificant in comparison. He stood in his empty living room, the glow of the television the only source of light.

His shoulders slumped. He felt a deep, pervasive stillness settle over him. He started pacing, feeling the floorboards creak under his weight. He ran a hand through his hair, a nervous gesture he couldn't seem to stop.

He felt a sudden, inexplicable urge to flee. He grabbed his keys and wallet, then wandered around the house without a real purpose, before settling back on the couch, the phone still resting on the coffee table.

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