Not always. Some templates are entirely in line with the sentiment. Which is what makes some of them hilarious. However when we add captions to memes we often exaggerate, or apply them in a completely intentionally absurd way.
To answer you question, I have a habit of researching meme templates to see where they began and how they became a meme in the first place. SOme of them are pretty hilarious.