I often use code as a tool to think about code.

So my time spent upfront may actually look like coding. Depending on the problem I may use strange domain specific languages like scribbling equations on dead trees.

The artefacts of this upfront thinking may get re-used in implementing the solution. Than it can look like refactoring.