Yes, it's a "part" = stem of the verb which remains if you cut "masu" away. So in my book it is always called "-masu stem".
Ahaha it was just a stupid sentence from an anime
The anime itself is not bad, it's just only this one sentence. Thanks for your help, I will definitely be back with more questions