The defined tube-like line in-between your balls and the tip when the cock is aroused. For a more informative statement, simply say "stem of the cock".
"Did you hear about Joe's cock stem? Heard it was massive, man!"
"I whacked the stem of my cock on the counter yesterday. Hurt like a bitch!"