When you're around the 120ms you start getting some extremely short lag that can influence how fast the people around you walk compared to you.
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Your speed shouldn't be affected at all by your latency. People might jump around a little and appear to be going faster but they aren't. If your client is lagging and losing frames (this can happen a lot in crowded areas when on a mobile device) then you will most likely be going slower than everyone else.