TriggerBench introduces a benchmark to assess prospective memory in large language models, revealing a precision-recall trade-off and attentional fragility. Prospective memory is found to be significantly harder than retrospective memory and correlates with spare reasoning capacity, indicating that PM reflects underlying cognitive resources beyond token count.