This means that potentially any script embedded in the PDF will run when hovering over it, including malicious scripts, hence the security issue.
The pdf preview is sandboxed as @Gary advised in the following thread post, so it is safe.
You still however should allways be running some sort of security software “resident” in your OS to catch any spyware, malware, or viruses etc.