Recent studies have shown that functional connectivity can be decomposed into its exact framewise contributions, revealing short-lived, infrequent, and high-amplitude time points referred to as "events." Although events contribute disproportionately to the time-averaged connectivity pattern, improve identifiability and brain-behavior associations, and differences in their expression have been linked to endogenous hormonal fluctuations and autism, their origins remain unclear. Here, we address this question using two independently-acquired imaging datasets in which participants passively watched movies. We find that events synchronize across individuals and based on the level of synchronization, can be categorized into three distinct classes: those that synchronize at the boundaries between movies, those that synchronize during movies, and those that do not synchronize at all. We find that boundary events, compared to the other categories, exhibit greater amplitude, distinct co-fluctuation patterns, and temporal propagation. We show that underlying boundary events is a specific mode of co-fluctuation involving the activation of control and salience systems alongside the deactivation of visual systems. Finally, we find a strong positive relationship between the similarity of time-locked co-fluctuation patterns and the propensity for those time-locked frames to involve synchronous events. In other words, the inter-subject similarity of brain networks during passive movie-watching is strongly related both to the moment in the movie when they occur, and the likelihood that this moment evoked an event. Collectively, our results suggest that the spatiotemporal properties of events during passive movie-watching are non-random and locked to time-varying stimuli.