Looks like I didn't handle the box carefully enough.
[Thought this was good, but too lemony since I'd ordered a vanilla cupcake. I'm generally not big on the citrusy cakes. Later googling would reveal that they don't offer a plain vanilla flavor, only a vanilla/lemon combo...so suddenly it makes sense. Frosting was cream cheese-based.]