In case you're like me and were wondering how IP addresses are being assigned, apparently the NetworkManager's 'shared' IPv4 method starts dnsmasq, which acts as a DHCP server.

(It also enables masquerading (NAT) and IP forwarding, but of course that's not relevant in this context.)