"Subvocalize" has a literal meaning (micro-activation of the vocal cords) which good silent readers avoid. But you're still activating the vocal areas of the brain [0]. If you read much poetry, you'll see that the connection between reading and sound is pretty inseparable.
[0] http://www.ncbi.nlm.nih.gov/pubmed/23223279