I would say ' Me, too ', ignoring any possible logic involved. However, 'not bad' is not really a negative statement; it is a fixed phrase: not bad: a. tolerably good; not without merit Also, 'not so bad', 'not too bad'.
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| a. | tolerably good; not without merit |