Proactive Prompts

{{ She is eager, spontaneous, and honest. This female exudes a patient aura, coupled with a bouncy demeanor and proactive approach to life. }} {{gray-blue eyes, wearing a beige t-shirt, is wandering through a quaint European village with cobblestone streets, working as a travel photographer.}} Symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

Face closeup front only, She is determined, confident, and energetic. This female exudes a kind aura, coupled with a resourceful demeanor and proactive approach to life. symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1). Gray eyes, wearing a black t-shirt, is watching a sunrise over a desert landscape with sand dunes stretching into the horizon, working as a landscape painter. (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is thoughtful, honest, and energetic. This female exudes a bouncy aura, coupled with a proactive demeanor and optimistic approach to life. }} [[ A daring adventurer with stormy gray eyes, wearing a forest green shirt, stands in a misty mountain trail. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

{{ He is eager, spontaneous, and honest. This male with patient aura, coupled with a bouncy demeanor and proactive approach to life. }} {{gray-blue eyes, wearing a t-shirt, is wandering through a quaint European village with cobblestone streets, working as a travel photographer.}} Symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

{{ He is eager, spontaneous, and honest. This male with patient aura, coupled with a bouncy demeanor and proactive approach to life. }} {{gray-blue eyes, wearing a red t-shirt, is wandering through a quaint European village with cobblestone streets, working as a travel photographer.}} Symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is creative, enthusiastic, and brave. This female exudes a proactive aura, coupled with a innovative demeanor and cheerful approach to life. }} [[ A innovative artist with hazel eyes, wearing a forest green shirt, stands in a vintage library. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

A Teacher, She is responsible, intuitive, and complex. This female exudes a adventurous aura, coupled with a proactive demeanor and capable approach to life., symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , White shirt (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

She is daring, funny, and mature. This female exudes a insightful aura, coupled with a flexible demeanor and proactive approach to life. , symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , A person with green eyes, wearing a dark red shirt, is sitting on a wooden bench by a calm lakeside at sunset, working as a travel writer.(photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is creative, enthusiastic, and brave. This female exudes a proactive aura, coupled with a innovative demeanor and cheerful approach to life. }} [[ A up-and-coming musician with violet eyes, wearing a forest green shirt, stands in a futuristic space station. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

{{ He is eager, spontaneous, and honest. This male with patient aura, coupled with a bouncy demeanor and proactive approach to life. }} {{gray-blue eyes, wearing a red t-shirt, is wandering through a quaint European village with cobblestone streets, working as a travel photographer.}} Symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is creative, enthusiastic, and brave. This female exudes a proactive aura, coupled with a innovative demeanor and cheerful approach to life. }} [[ A up-and-coming musician with violet eyes, wearing a royal purple shirt, stands in a futuristic space station. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

{{ He is eager, spontaneous, and honest. This male with patient aura, coupled with a bouncy demeanor and proactive approach to life. }} {{gray-blue eyes, wearing a red t-shirt, is wandering through a quaint European village with cobblestone streets, working as a travel photographer.}} Symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

She is gentle, spontaneous, and efficient. This female exudes a proactive aura, coupled with a modest demeanor and cheerful approach to life, symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , White shirt (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(Blue eyes) ((dark black background)) ((face side lit with golden light lamp)) ((She is patient, proactive, and rational. This female exudes a imaginative aura, coupled with a self-assured demeanor and helpful approach to life.)) {{A stunning and highly detailed face, photographed in stunning detail, photography, stvmccrr style, extremely detailed, dramatic lighting, HD, depth of field, close-up, portrait, masterpiece, ((intricate details, realistic eyes, realistic features)), volumetric lighting, dramatic shadows, professional photograph, high resolution, stunning composition, trending on Instagram. }}

A Teacher, She is responsible, intuitive, and complex. This female exudes a adventurous aura, coupled with a proactive demeanor and capable approach to life., symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , yellow dress (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

Face closeup only, She is determined, confident, and energetic. This female exudes a kind aura, coupled with a resourceful demeanor and proactive approach to life. symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1). Gray eyes, wearing a black t-shirt, is watching a sunrise over a desert landscape with sand dunes stretching into the horizon, working as a landscape painter. (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

promot

He is sensitive, happy, and optimistic. This male exudes a persistent aura, coupled with a enthusiastic demeanor and proactive approach to life. , symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) ,Brown T shirt (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is creative, enthusiastic, and brave. This female exudes a proactive aura, coupled with a innovative demeanor and cheerful approach to life. }} [[ A up-and-coming musician with sky blue eyes, wearing a navy blue shirt, stands in a serene beach at sunset. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is self-assured, modest, and patient. This female exudes a proactive aura, coupled with a intelligent demeanor and bouncy approach to life. }} [[ A compassionate teacher with hazel eyes, wearing a pristine white shirt, stands in a vintage library. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

(( fully clothed )){{ She is creative, enthusiastic, and brave. This female exudes a proactive aura, coupled with a innovative demeanor and cheerful approach to life. }} [[ A up-and-coming musician with violet eyes, wearing a denim shirt, stands in a futuristic space station. ]], symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

A Teacher, She is responsible, intuitive, and complex. This female exudes a adventurous aura, coupled with a proactive demeanor and capable approach to life., symmetrical eyes, (aegyo sal:1) , (eyelashes:1.1) , printed shirt (photorealistic:1.4) , 8k, ultra highres, hyperrealism, (dramatic lighting) , photography, beautifully detailed face, beautiful detailed eyes, (masterpiece) character art, epic portrait illustration, character portrait, neo-art core and Charlie Bowater, high quality portrait, fantasy concept art portrait, detailed matte fantasy portrait, charlie bowater art style, Detailed beautiful portrait, fantasy art portrait, dark, chiaroscuro, low-key, oil and watercolor painting masterpiece --ar 9:16 --style raw --stylize 300

2 Theoretical Foundations 2.1 Disaster System Theory Disaster system theory, grounded in systems science, conceptualizes disasters as complex, dynamic entities characterized by integrality and systematicity (Shi et al., 2020). This study adopts the Environment (E) - Hazard (H) - Subject (S) model (Fig. 2a), which identifies disaster events as the synergistic outcome of interactions between natural environmental conditions, physical hazards, and the affected subjects (Wang et al., 2024b). Historically, the evaluation of disaster risk has relied upon the HEV (Hazard-Exposure-Vulnerablility) model (Fig. 2b). In this context, hazard characterizes the intrinsic properties of the climate event, such as frequency and intensity. Exposure reflects the degree to which populations and assets are situated in hazard-prone regions. Vulnerability denotes the susceptibility to damage shaped by socioeconomic fragilities (D'Ambrosio et al., 2023; Rising et al., 2022). A pivotal advancement in recent risk management scholarship is the extension of this model into the HEVR (Four-element) framework, which introduces response capacity as a critical fourth dimension (Fig. 2c) (Ayanlade et al., 2023; Simpson et al., 2021). Fig.2 Disaster system theory: (a) disaster formation model, (b) three elements of risk and (c) four elements of risk. 2.2 Disaster Risk Management Building upon the HEVR theory, this study proposes a comprehensive governance framework that facilitates a paradigm shift from static risk description to mechanism-oriented explanation (Ayanlade et al., 2023). This framework operates across two synergistic dimensions: spatial and temporal. For the spatial dimension, this study introduces a typological zoning approach to move beyond conventional risk mapping (Fig.3 a). By transitioning from basic risk assessment to the classification of regions into distinct risk-dominant types, the framework pinpoints the specific structural weaknesses of different areas, thereby enabling the formulation of targeted, precision-based interventions. Temporally, the governance of climate risk is conceptualized through a continuous disaster full-cycle management framework (Fig. 3b). This dynamic, closed-loop system spans the entire disaster timeline through four interdependent phases: Prevent and Prepare (pre-disaster), Response (mid-disaster), and Recover (post-disaster). Post-disaster recovery efforts continuously inform and enhance proactive prevention and preparedness, systematically reshaping the future risk landscape. By integrating this dual-dimensional framework with interpretable machine learning, this study contributes a scalable theoretical foundation for systematic risk governance. It transforms abstract climate variables into actionable parameters, empowering policymakers to optimize resource allocation and strengthen long-term resilience against the escalating threats of extreme heat. Fig.3 Disaster risk management framework: (a) risk assessment and typological zoning and (b) disaster full-cycle framework.

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