So, Googling this suggested I go to Configuration, Advanced Settings, Syslog, global, Syslog.global.logHost and enter the log server. That didn't work. I went to restart the syslog service and got:
A specified parameter was not correct: id
Call “HostServiceSystem.UpdatePolicy” for object “serviceSystem” on ESXi “<hostname>” failed.