What do you mean by the issues “show up”? Where do they show up?
now regardless, you cannot truly hide some issue and not others in the same project. You can, as you indicate, not show certain issue on one board while displaying them on another. This can be done bu issuetype, labels, components, custom field, etc. If you wish to truly hide you need to use a separate project and set permissions to that project as desired.
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