Is it possible not to think altogether?

From a psychological point of view, people can't control most of their thoughts. Thoughts are a reaction to external stimulus. . Considering this, you'd need to be in an environment completely lacking any kind of emotional or basic audio-visual stimulus to achieve this, and even then it would be hard to suppress the subconscious. So I don't think that it is possible.