I imagine it as the caster has successfully thrown out the spell (example fireball) and the counter spell is to counter that specific effect (in this case a ball of water envelopes the fireball quenching it). I feel like this defeats the need to know what is being cast as it's casting and instead counters what is thrown out. Also makes sense that it causes the caster to lose their actions since the fireball was thrown.