Do thick lens make us look bad?

I have a high power of -12, and I wear thick glasses.. I've been told by people that I look very different when I remove my glasses, and I've seen that when I remove my glasses, there are many people that give me compliments and notice me, but when I wear my specs, I usually go unnoticed.. Even a friend of mine said that, no matter how beautiful one is, thick glasses makes one look unpleasing to the eye.. Is that true?

Do thick lens make us look bad?
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