In Chrome, I always stop one tab before all favicons disappear (at this point tabs lose almost all their utility). In Firefox, where tabs scroll instead of being squeezed, I end up having ~100 tabs open before I decide it's time to kill some of them, as it takes too much time to scroll the tab list around.
Nothing to feel guilty about.
I have closer to 40.
I know people who end up with hundreds.