Step 1: Understand the question.
We must pick the feature that is NOT a characteristic of chordates.
Step 2: List the chordate features.
Chordates show a notochord, a dorsal hollow nerve cord, pharyngeal gill slits, and a post-anal tail at some stage.
Step 3: Check the post-anal tail.
Presence of a post-anal tail is a true chordate feature, so this option is a real character.
Step 4: Check the notochord and dorsal nerve cord.
Presence of a notochord and a dorsal central nervous system are also genuine chordate features.
Step 5: Check absence of gills.
Pharyngeal gill slits are a defining chordate feature, so saying chordates show an absence of gills is wrong.
Step 6: Conclude.
Since the question asks for the feature that is NOT a chordate character, the answer is absence of gills.
\[ \boxed{\text{Absence of gills}} \]