I'd suggest dropping the name "parallel circuits" and starting to think of parallel loops or components in parallel. Indeed, early physics courses sometimes teach a quite misleading view that there are only parallel circuits and series circuits, whilst actually most circuits you will come across will have a combination of components in both parallel and series!
When two loops are connected in parallel, it just means that the endpoints of the loop are connected to the same nodes. What is a node? The circuit below represents different nodes in different colours:
The two resistors on the right of the diagram below are connected in parallel, for instance. The ends of both are connected to the same nodes!
Furthermore, if the potential at one of the nodes is $V_{a}$ and the potential at the other node is $V_{b}$, it should be fairly evident that both loops have the same potential difference across them, $V_{a}-V_{b}$.
Now to answer your specific question. Look again at the second circuit diagram you drew. The ends of the resistors are clearly not connected to the same nodes, so they can't be in parallel! Both are however connected in parallel with a section of wire, which is slightly odd...