They will take you there, and it will be extremely expensive. You will either loop down around the Puget Sound via Olympia or drive to Seattle and have to pay the ferry to get you and the taxi across to Bremerton. Alternatively, there are commercial shuttle services that make the run regularly and might be easier to deal with. Good luck.
I used the light rail to Seattle. I don't know where Bremerton is.
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