Your AudioComponent probably has this (see image) set by default:
The component is automatically activated on starts, and it plays the sound on activation.
You can either disable this and activate it manually before playing the sound, or call Stop in its BeginPlay (and leave the autoactivation enabled) to prevent the initial sound from playing. Not sure if there’s a third (better) option.