Why does South America feel so… Empty?

I know that African, Asian and North American fauna are all well known, but traveling down here to South America, Peru to be specific, feels kind of empty of large fauna, you’ll see the occasional Llama and Alpacas but those are domestic animals, if you’re lucky you’ll see a Guanaco but that’s about as much as I have seen.