According to this comment on the bug mentioned in the answer from Kevin Hakanson, it might be a problem with garbage collection. Storing the utterance in a variable before calling speak seems to do the trick:
window.utterances = [];
var utterance = new SpeechSynthesisUtterance( 'hello' );
utterances.push( utterance );
speechSynthesis.speak( utterance );