Choose which pipeline is displayed on a contact's activity view

When I open an individual contact's activity, the line shown is always the default pipeline. Many of my contacts also sit in custom pipelines, and the one I care about for that person is often a custom pipeline rather than the default.

I would like to choose which pipeline is displayed on an individual contact's activity view, so each contact can show the pipeline that is relevant to them instead of always the default one.