To leave home, or other place of residence, usually unannounced, or to make good on a threat, with such action usually performed by a child or juvenile.
To become a runaway.
show a clean pair of heels
verb
To run away; to make an escape quickly.
How often have the words run away and show a clean pair of heels occurred in a corpus of books? (source: Google Ngram Viewer )