k-means for customer review analysis

I have a dataset of amazon Alexa reviews and want to group negative and positive reviews in separate groups. Is k-means a good approach to it? The dataset is unlabeled so how will my model know which review is for the negative and which is for the positive cluster? Is there any other way you would like to suggest in which I can do the above task?