OK, I hate it when this happens… I think I found the answer to my own question (AFTER I posted… )
https://meta.discourse.org/t/marking-all-new-topics-as-new/27451
For anyone else wondering, You need to:
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Set Consider topics new when to “I haven’t viewed them yet” (this is the default)
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Set Automatically track topics I enter to “immediately”