As a relatively recent manager (former dev), I’ve embraced the idea that it’s my job to be interrupted. It’s not a bug, it’s a feature. It signals that the interrupter’s time is more important than mine, which is what I want for people on my team.
Any new manager should embrace this, and moreso, develop the skill to be interrupted gracefully.