This works if your HDD/SSD storage isn't particularly spacious. As Greg pointed out, cache files are actually there to speed things up, but of course this can eventually cause trouble if it starts overtaking much of the available space. What worries me in your case is the sheer size of 123 GB you seem to have gotten back. That's not normal. Hopefully you won't be facing some weird issues down the line.