I noticed years ago while feeding my newborn that she would chug some delicious warm milk and fill up that diaper. Since then I always figured the coffee phenomenon was related.
Drinking plain warm/hot water can trigger the same response so it is arguably not just coffee.
I vary my routine a lot, so I am pretty sure that it is the liquid coffee here that is the trigger. Not just caffeine because I normally use caffeine pills instead.
I can drink as much coffee as I want and I experience no laxative effects. But if I eat some chilli peppers next morning I feel like I am going to explode.