Dear Jason_SQLiu,
1. As @Gaureshk_Kodag said, report suite setting matters.
2. You can delete the activities in Target, but I am not sure you can delete them in Adobe Analytics Workspace. Usually in Adobe Analytics, once the data is collected against the dimension, the dimension cannot be deleted or...