How to do a one-to-many Spatial Join/Query in QGIS

Does anyone know if it's possible to do a 'one to many' spatial join based on distance in QGIS? The "Join Attributes By Location" under ->Vector->Data Management Tools is very limited...

Just to be clear, below is how it's done in ArcGIS.