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Abscond
Negative Connotation
Abscond often has a negative meaning, suggesting wrongful or sneaky behavior. 
Sudden Departure
Abscond implies leaving quickly and secretly, especially to avoid trouble. 
Not Just Physical
One can abscond with items, not only flee a place. It implies taking something or someone. 