Intel's optimization manual describes the stall: http://www.intel.com/content/dam/doc/manual/64-ia-32-archite... (3.5.2.1, "ROB Read Port Stalls.").
The optimization manual mentions examples of the stall occurring when e.g. often-used constants are stored in registers, or when a load is hoisted "too high" and the value "goes cold" before its consumers use it.
Agner Fog's manual has a discussion starting on p. 69, 84 of his manual: http://www.agner.org/optimize/microarchitecture.pdf. Note his use of an unnecessary MOV to "refresh" a register to avoid the stall.
I only glanced at the code quickly, but the comment about how he got rid of a load by holding a value in a register made me think the load was keeping the value from "going cold." Of course, I didn't profile it so I'm probably completely wrong...