It makes sense to me if the likelihood function takes positive values, but what if the likelihood function takes negative max?? The likelihood ratio then does not make sense and the log-likelihood fails since it can't take negative values. I am really confused at the moment and I really hope someone could direct me to the right direction. I assume someone knows about the profile likelihood confidence interval or test so I did not explain much. Thank you!