This research, with the rise of digital tools, the gap between visual information and multisensory experiences has widened. Research shows that cognitive patterns in visual mental imagery are intertwined with non-visual senses, using vividness, immersion, and presence as evidence. However, the specific visual elements driving this holistic experience remain unclear. This study investigates visuo-haptic feedback to measure how visual attributes are perceived and imagined. Significant visual elements are analyzed through haptic exploration and memory-based sketching. Results are compared to extroversion levels to explore links between personality and mental imagery, aiming to clarify multimodal perception and cognitive processes behind visual imagination.