@Emil *******
They can ask for those things ANY time you enter, but most people who get asked have extensive histories of living here on back-2-back tourist visas or visa exempt entry stamps.
Usually the first thing they ask for IF they ask for anything is proof of 20K baht or the equivalent in cash when entering the country.