"Surprised by how much" pretty directly means the amount is higher than expected. It has the opposite meaning the person intended. The neutral phrasing would be more like "surprised by the amount".
"vaccines cause autism"
"well, I'm certainly surprised by how much you know, good day."
"vaccines cause autism"
"well, I'm certainly surprised by how much you know, good day."