I finally found a solution by scoring myself an Anji Mountain Office Chair Mat that gives me just a tad more friction.

you can upgrade your casters to locking casters to keep your chair firmly in place, but that does ultimately limit your mobility. Anji Mountain Office Chair Mat: $88 at Amazon Ideal for all ...

Here are some quick and affordable upgrades that are guaranteed to make your office chair more comfortable and practical. No ...