Yep. I did the exact same thing ~10ish years ago - leaving my job at Google to run my own startup for 2.5 years. I burned through most of my savings. In the meantime, I watched as my former colleagues got numerous promotions and made more and more money.
I wouldn't trade the perspective I got from the experience, but it was extremely emotionally painful.