The explanation about dictator's desire for power(now also life) is more simple than geopolitics and cultural suppression.

And about the needs of the Russian people: I don't remember Russians having a debate about starting a full scale war. Maybe Putin thinks its what they need but if there was a real debate we can safely assume people would prioritize having in-house toilets and a million other things that are suddenly became not so important.