Zgornji Žerjavci is a settlement located in northeastern Slovenia within the Municipality of Lenart. Geographically, it is situated in the valley of Velka Creek, which serves as a left tributary of the Pesnica River in the Slovene Hills region.
The area is part of the traditional region of Styria and is currently included in the Drava Statistical Region.