These didn’t show for me either and there is no option for them in Gizmos. There is a checkbox in the particle collision module called “Visualise Bounds”. I think in previous versions of Unity this was enabled by default but, in 2021.3 it isn’t.
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Thank you for sharing this 
A big thank you for that 