The Issue
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I tried opening a terminal Ctrl+Alt+T hoping to kill android studio process. But the PC was unresponsive. This is despite using all the regular optimizations for android Studio that I found on Ubuntu Forums and Stack Overflow.
Any noob would have now headed out towards the power button. If you ever do come across this situation please do not use this approach. This is the last thing you should do, only if everything else fails.