steal a kiss
To kiss someone very quickly and discreetly. They stole a kiss on the steps before Sarah's parents opened the door to meet John for the first time.
steal a ˈkiss (from somebody)
(literary) kiss somebody suddenly or secretly: This is the place where he first stole a kiss from me, when I was only twelve.