You sometimes hear "serious as a heart attack", and that is the model for your "serious as a nova". English often employs a play on words where two similar meanings are beaten against each other. For example, when a person is very high on drugs, we can say that they are "high as a kite".
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.