Objects that typically induce fear capture attention in an automatic, involuntary manner, particularly for individuals fearful of such objects. This study investigates whether attention to these objects can be attenuated through statistical learning. Participants searched for shapes while occasionally being distracted by images of leaves, which appeared with a higher probability at a particular location, resulting in learned spatial suppression (collected in 2024). Subsequently, distractors also included butterfly and spider images. Counter to a control group, individuals with high fear of spiders exhibited heightened attentional capture by spiders compared to neutral distractors. Critically, at high-probability distractor locations, fearful individuals managed to suppress spider images, resulting in reduced interference. This suggests that attention to fear-inducing stimuli can be modulated through learning processes, offering potential for novel training methods to alleviate biases toward threatening stimuli. (PsycInfo Database Record (c) 2025 APA, all rights reserved).