We call the paper the stationary phase because the paper does not move. We call the solvent the mobile phase because the solvent moves. If there's one spot, the colour is a single pure colour. If there's more than one spot, the colour was a mixture of different colours. A more soluble substance is more attracted to the mobile phase than a less soluble solvent. So a more soluble substance travels further.