no, it won't. The absolute worst thing that will happen is they'll get tossed in the trash and you'll be on your way.
Sheesh.
Not according to the TSA itself.
In an update to their original Twitter reply, they stated the following:
"If our officers discover a replica item during screening and believes it’s real, the item will be treated as such until advised otherwise by law enforcement.”