No you don't.  

Since the dividends roll back into the Traditional IRA, you don't have to report it.  

Once you start taking distributions, you'll put it on your taxes.

Hope this helps.

KMNelson is correct, Not only are the contributions to a traditional IRA generally deductible on the federal level (TurboTax will tell you when they are not), but the earnings are tax-deferred until you withdraw amounts from the IRA in the future.

Note that qualified distributions from a Roth IRA are never taxable, so long as you are at least 59 1/2 and have had a Roth IRA for at least 5 years.