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finetune_lora.py

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+#!/usr/bin/env python3
+"""Fine-tune TinyLlama with LoRA for Generation Alpha slang translation."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import random
+from dataclasses import dataclass
+from pathlib import Path
+from typing import List, Tuple
+
+import pandas as pd
+import torch
+from datasets import Dataset
+from evaluate import load as load_metric
+from peft import LoraConfig, get_peft_model
+from transformers import (
+    AutoModelForCausalLM,
+    AutoTokenizer,
+    DataCollatorForLanguageModeling,
+    Trainer,
+    TrainingArguments,
+    set_seed,
+)
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(
+        description="LoRA fine-tune TinyLlama for Gen Alpha slang translation."
+    )
+    parser.add_argument(
+        "--corpus_path",
+        type=str,
+        default="data/jenny_genA_corpus.csv",
+        help="CSV with columns gen_a_slang/gena_slang and normal_sentence/plain_english.",
+    )
+    parser.add_argument(
+        "--output_dir",
+        type=str,
+        default="outputs",
+        help="Directory to save the LoRA adapter and evaluation files.",
+    )
+    parser.add_argument(
+        "--model_id",
+        type=str,
+        default="TinyLlama/TinyLlama-1.1B-Chat-v1.0",
+        help="Base chat model checkpoint.",
+    )
+    parser.add_argument(
+        "--max_length",
+        type=int,
+        default=256,
+        help="Sequence length for tokenization.",
+    )
+    parser.add_argument("--lr", type=float, default=2e-4, help="Learning rate.")
+    parser.add_argument(
+        "--num_train_epochs", type=int, default=3, help="Training epochs."
+    )
+    parser.add_argument(
+        "--train_batch_size",
+        type=int,
+        default=4,
+        help="Per-device train batch size.",
+    )
+    parser.add_argument(
+        "--grad_accum",
+        type=int,
+        default=4,
+        help="Gradient accumulation steps.",
+    )
+    parser.add_argument(
+        "--seed", type=int, default=42, help="Random seed for reproducibility."
+    )
+    parser.add_argument(
+        "--eval_split",
+        type=float,
+        default=0.1,
+        help="Test split fraction from the corpus.",
+    )
+    parser.add_argument(
+        "--save_eval_jsonl",
+        action="store_true",
+        help="Export test split to data/gena_test.jsonl for lm-eval.",
+    )
+    parser.add_argument(
+        "--bf16",
+        action="store_true",
+        help="Use bfloat16 when available.",
+    )
+    parser.add_argument(
+        "--fp16",
+        action="store_true",
+        help="Use float16 when bfloat16 is unavailable.",
+    )
+    return parser.parse_args()
+
+
+@dataclass
+class EncodedExample:
+    input_ids: List[int]
+    attention_mask: List[int]
+    labels: List[int]
+
+
+def load_corpus(path: str) -> Dataset:
+    df = pd.read_csv(path)
+    # Normalize expected column names
+    rename_map = {
+        "gen_a_slang": "gena_slang",
+        "normal_sentence": "plain_english",
+    }
+    df = df.rename(columns=rename_map)
+    missing = {"gena_slang", "plain_english"} - set(df.columns)
+    if missing:
+        raise ValueError(f"Missing required columns: {missing}")
+    df = df[["gena_slang", "plain_english"]].dropna()
+    df["gena_slang"] = df["gena_slang"].str.strip()
+    df["plain_english"] = df["plain_english"].str.strip()
+    return Dataset.from_pandas(df)
+
+
+def split_dataset(ds: Dataset, test_size: float, seed: int) -> Tuple[Dataset, Dataset]:
+    ds = ds.shuffle(seed=seed)
+    split = ds.train_test_split(test_size=test_size, seed=seed)
+    return split["train"], split["test"]
+
+
+def build_tokenizer(model_id: str):
+    tokenizer = AutoTokenizer.from_pretrained(model_id)
+    if tokenizer.pad_token is None:
+        tokenizer.pad_token = tokenizer.eos_token
+    tokenizer.padding_side = "right"
+    return tokenizer
+
+
+def format_and_tokenize(example: dict, tokenizer, max_length: int) -> EncodedExample:
+    messages = [
+        {
+            "role": "system",
+            "content": "Translate the following Generation Alpha slang sentence to plain English.",
+        },
+        {"role": "user", "content": example["gena_slang"]},
+        {"role": "assistant", "content": example["plain_english"]},
+    ]
+    full_text = tokenizer.apply_chat_template(messages, tokenize=False)
+    tokenized = tokenizer(
+        full_text,
+        truncation=True,
+        max_length=max_length,
+        padding="max_length",
+    )
+
+    prompt = tokenizer.apply_chat_template(
+        messages[:-1], tokenize=False, add_generation_prompt=True
+    )
+    prompt_len = len(tokenizer(prompt)["input_ids"])
+    labels = [-100] * prompt_len + tokenized["input_ids"][prompt_len:]
+    tokenized["labels"] = labels
+    return tokenized
+
+
+def tokenize_dataset(dataset: Dataset, tokenizer, max_length: int) -> Dataset:
+    return dataset.map(
+        lambda ex: format_and_tokenize(ex, tokenizer, max_length),
+        remove_columns=dataset.column_names,
+    )
+
+
+def create_lora_model(model_id: str):
+    if torch.cuda.is_available() and torch.cuda.is_bf16_supported():
+        dtype = torch.bfloat16
+    elif torch.cuda.is_available():
+        dtype = torch.float16
+    else:
+        dtype = torch.float32
+    model = AutoModelForCausalLM.from_pretrained(
+        model_id, torch_dtype=dtype, device_map="auto"
+    )
+    lora_config = LoraConfig(
+        r=16,
+        lora_alpha=32,
+        target_modules=["q_proj", "k_proj", "v_proj", "o_proj"],
+        lora_dropout=0.05,
+        bias="none",
+        task_type="CAUSAL_LM",
+    )
+    model = get_peft_model(model, lora_config)
+    model.print_trainable_parameters()
+    return model
+
+
+def save_test_jsonl(test_ds: Dataset, tokenizer, path: Path) -> None:
+    records = []
+    for ex in test_ds:
+        prompt = tokenizer.apply_chat_template(
+            [
+                {
+                    "role": "system",
+                    "content": "Translate the following Generation Alpha slang sentence to plain English.",
+                },
+                {"role": "user", "content": ex["gena_slang"]},
+            ],
+            tokenize=False,
+            add_generation_prompt=True,
+        )
+        records.append({"input": prompt, "outputs": [ex["plain_english"]]})
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", encoding="utf-8") as handle:
+        for row in records:
+            handle.write(json.dumps(row) + "\n")
+
+
+def evaluate_model(model, tokenizer, test_ds: Dataset, max_length: int) -> dict:
+    sacrebleu = load_metric("sacrebleu")
+    rouge = load_metric("rouge")
+    preds, refs = [], []
+    model.eval()
+    for ex in test_ds:
+        messages = [
+            {
+                "role": "system",
+                "content": "Translate the following Generation Alpha slang sentence to plain English.",
+            },
+            {"role": "user", "content": ex["gena_slang"]},
+        ]
+        prompt = tokenizer.apply_chat_template(
+            messages, tokenize=False, add_generation_prompt=True
+        )
+        encoded = tokenizer(
+            prompt,
+            return_tensors="pt",
+            truncation=True,
+            max_length=max_length,
+        ).to(model.device)
+        with torch.no_grad():
+            output_ids = model.generate(
+                **encoded,
+                max_new_tokens=64,
+                do_sample=False,
+            )
+        text = tokenizer.decode(output_ids[0], skip_special_tokens=True).strip()
+        preds.append(text)
+        refs.append(ex["plain_english"])
+
+    bleu = sacrebleu.compute(predictions=preds, references=[[r] for r in refs])
+    rouge_res = rouge.compute(predictions=preds, references=refs, use_stemmer=True)
+    rouge_l = rouge_res["rougeL"]
+    if hasattr(rouge_l, "mid"):
+        rouge_l = rouge_l.mid.fmeasure
+    elif isinstance(rouge_l, dict) and "mid" in rouge_l:
+        rouge_l = rouge_l["mid"].get("fmeasure", rouge_l["mid"].get("f"))
+    rouge_l = float(rouge_l)
+    return {
+        "sacrebleu": bleu["score"],
+        "rougeL": rouge_l,
+        "n_samples": len(refs),
+    }
+
+
+def main() -> None:
+    args = parse_args()
+    set_seed(args.seed)
+    random.seed(args.seed)
+
+    output_dir = Path(args.output_dir)
+    output_dir.mkdir(parents=True, exist_ok=True)
+
+    tokenizer = build_tokenizer(args.model_id)
+    raw_ds = load_corpus(args.corpus_path)
+    train_ds, test_ds = split_dataset(raw_ds, test_size=args.eval_split, seed=args.seed)
+    tokenized_train = tokenize_dataset(train_ds, tokenizer, args.max_length)
+
+    model = create_lora_model(args.model_id)
+    data_collator = DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False)
+
+    training_args = TrainingArguments(
+        output_dir=str(output_dir / "checkpoints"),
+        num_train_epochs=args.num_train_epochs,
+        per_device_train_batch_size=args.train_batch_size,
+        gradient_accumulation_steps=args.grad_accum,
+        learning_rate=args.lr,
+        bf16=args.bf16,
+        fp16=args.fp16 and not args.bf16,
+        save_steps=500,
+        logging_steps=25,
+        weight_decay=0.01,
+        optim="paged_adamw_8bit",
+        report_to="none",
+    )
+
+    trainer = Trainer(
+        model=model,
+        args=training_args,
+        train_dataset=tokenized_train,
+        data_collator=data_collator,
+    )
+
+    trainer.train()
+    adapter_dir = output_dir / "jenny_lora_adapter"
+    trainer.save_model(str(adapter_dir))
+    tokenizer.save_pretrained(adapter_dir)
+
+    metrics = evaluate_model(model, tokenizer, test_ds, args.max_length)
+    with (output_dir / "eval_metrics.json").open("w", encoding="utf-8") as handle:
+        json.dump(metrics, handle, indent=2)
+    print("Eval metrics:", metrics)
+
+    if args.save_eval_jsonl:
+        save_test_jsonl(test_ds, tokenizer, Path("data/gena_test.jsonl"))
+        print("Saved data/gena_test.jsonl for lm-eval.")
+
+
+if __name__ == "__main__":
+    main()

gena_to_plain.yaml

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+task: gena_to_plain
+dataset_path: json
+dataset_kwargs:
+  data_files: ../data/gena_test.jsonl
+test_split: train
+output_type: generate_until
+generation_kwargs:
+  max_gen_toks: 64
+  temperature: 0.0
+  until:
+    - "\n\n"
+    - "</s>"
+metric_list:
+  - metric: bleu
+    aggregation: bleu
+    higher_is_better: true
+  - metric: rouge
+    aggregation: mean
+    higher_is_better: true

jenny_genA_corpus.csv

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+normal_sentence,gen_a_slang
+"That was a great performance.","You slayed that performance, no cap."
+"She did an amazing job on her speech.","She ate and left no crumbs with that speech."
+"This list is very good.","This list is bussin'."
+"The party was very fun.","The party was lit."
+"His joke was really funny.","Bruh, that joke sent me."
+"Her outfit looks amazing.","Her fit is fire, fr."
+"This burger is delicious.","This burger is bussin'."
+"This song is really good.","This song slaps."
+"The new album is excellent.","The new album is straight fire."
+"The pizza tastes great.","This pizza is bussin', no cap."
+"The movie was absolutely fantastic.","That movie was GOATed."
+"You're doing a great job.","You're killing it, keep slaying."
+"He is the best player on the team.","On God, he's the GOAT of the team."
+"Her voice is very beautiful.","Her vocals are fire AF."
+"This video game is very fun.","This game is lit AF."
+"He is extremely good at this game.","He's cracked at this game."
+"She handled that task really well.","She understood the assignment and slayed."
+"You're very stylish today.","Your drip is on point today."
+"His outfits are always stylish.","His drip is always on point."
+"Your makeup looks perfect.","Girl, your makeup is snatched."
+"Your hair looks really good.","Your hair is on point, sis."
+"She looks absolutely gorgeous.","Gyat, she's gorgeous."
+"This is one of the best shows I've seen.","No cap, this show is GOATed."
+"He has a lot of charisma.","His rizz is off the charts."
+"She's very attractive and confident.","She's a total baddie."
+"He's a really attractive guy.","He's a whole snack."
+"They are my very close friends.","They're my fam."
+"I completely agree with your opinion.","Big facts, no cap."
+"I really admire that singer.","I stan that singer."
+"She's always true to herself, which is admirable.","She's so based."
+"That was a clever move.","Big brain move right there."
+"This meme is extremely funny.","LMAO, this meme has me dead."
+"This food tastes terrible.","This food is straight up dog water."
+"That idea is ridiculous.","That idea is hella whack."
+"His performance was bad.","His performance was trash."
+"This game is very bad.","This game is straight cheeks."
+"The whole situation is awful.","The whole situation is an L."
+"This plan is not good at all.","This plan is mid, not gonna lie."
+"That was an embarrassing mistake.","That was a big oof."
+"I'm very disappointed in you.","smh, I'm disappointed in you."
+"It was a very awkward moment.","That was a total cringe moment."
+"His outfit looked bad.","His outfit was chopped."
+"He did a terrible job.","He did a dog water job."
+"Her joke was not funny at all.","Her joke was cringe af."
+"That movie was mediocre.","That movie was mid."
+"This is not cool at all.","This ain't it, chief."
+"He's acting strange and stupid.","He's acting straight sus."
+"You're overreacting about nothing.","You trippin' for no reason."
+"He keeps making a fool of himself.","He keeps clowning himself."
+"Nobody likes his attitude.","His attitude is pure toxic."
+"She always causes drama.","She's toxic af, no cap."
+"He is extremely annoying.","He's mad annoying, frfr."
+"We lost the game.","We took an L on the game."
+"It's unfortunate that happened.","That's a fat L, bro."
+"He isn't popular anymore.","He fell off, unfortunately."
+"Our teacher is very strict.","Our teacher is a total buzzkill."
+"This class is boring.","This class is a snooze fest."
+"The Wi-Fi is not working.","My Wi-Fi is straight up booty."
+"He lies a lot.","He's always capping."
+"I don't believe that story.","That story is cap."
+"He lied to us.","He was capping hard."
+"He was caught in a lie.","He got caught in 4K capping."
+"They failed miserably.","They flopped so hard."
+"He is a coward.","He's such a beta."
+"She's very fake with people.","She's two-faced af."
+"I can't tolerate his behavior.","I can't with his BS, fr."
+"He thinks he's so cool, but he's not.","He thinks he's alpha, but he's beta af."
+"They are dating now.","They're officially cuffed."
+"He got a new girlfriend.","My guy got cuffed."
+"They broke up.","They called it quits, big oof."
+"Their relationship is complicated.","They're in a situationship."
+"He got rejected by her.","He got curved by her."
+"He always does too much for her.","He's simping for her."
+"He's desperately trying to impress her.","He's down bad for her."
+"He's very desperate for attention.","He's thirsty af for attention."
+"She always seeks attention online.","She's so thirsty for clout."
+"He's just trying to get attention.","He's just chasing clout."
+"She's only trying to become popular online.","She's a clout chaser."
+"I think they'd make a good couple.","I totally ship them."
+"He's going to try asking her out.","He's gonna shoot his shot."
+"You should take a chance and ask her out.","Bro, shoot your shot."
+"She completely ignored me.","She ghosted me."
+"He stopped responding to my texts.","He left me on read."
+"She hasn't replied all day.","She left me on read all day."
+"He is my best friend.","That's my ride or die."
+"She's like a sister to me.","She's my sis, fr."
+"I will always support you, friend.","I got you, bestie."
+"We need to stay calm.","We gotta chill."
+"Calm down, please.","Chill out, bro."
+"They were just relaxing at home.","They were just chillin' at home."
+"We should meet up later.","Let's link up later."
+"Let's hang out this weekend.","Let's link this weekend."
+"It's time for us to leave.","Let's bounce."
+"Are you ready to leave?","Ready to dip?"
+"I'm going to go now.","Imma head out."
+"Alright, I'm leaving now.","Aight, I'mma dip."
+"I'll see you later.","Catch you later, fam."
+"She is my very close friend.","She's my bestie."
+"He is my enemy.","He's my opp."
+"Don't interfere in my matters.","Stay in your lane."
+"Stop making everyone angry.","Quit poking the bear, fr."
+"He wants to start a fight.","He wants to catch hands."
+"If you keep teasing, you'll get punched.","Keep it up and you'll catch hands."
+"He fought with them.","He threw hands with them."
+"They have a conflict with each other.","They have beef."
+"I don't have any conflict with you.","I got no beef with you."
+"We solved our disagreement.","We squashed the beef."
+"She gave him a harsh insult.","She clapped back hard."
+"Her comeback was extremely harsh.","Her clapback was savage."
+"She's acting very bossy.","She's on a power trip, no cap."
+"I'm very happy right now.","I'm super stoked right now."
+"I'm extremely excited for the trip.","I'm hyped for the trip."
+"I'm very sad about this.","I'm low-key bummed about this."
+"I'm a bit sad today.","I'm feeling low-key down today."
+"I'm really depressed.","I'm down bad, man."
+"I'm nervous about the exam.","I'm shook about this exam."
+"I'm completely shocked.","I'm shook."
+"I was surprised by what happened.","I was shook by what happened."
+"That news is very surprising.","Sheesh, that's wild."
+"I'm absolutely terrified.","I'm scared af right now."
+"I'm exhausted.","I'm tired af."
+"I'm extremely tired of this.","I'm so done with this."
+"I'm not interested at all.","I couldn't care less, idc."
+"I don't care about that.","idc about that."
+"I'm indifferent to what happens.","It is what it is."
+"I'm very angry right now.","I'm big mad right now."
+"He's upset because he lost.","He's salty about the L."
+"She is bitter about it.","She's salty af."
+"I'm feeling very emotional.","I'm in my feels."
+"That song made me emotional.","That song got me in my feels."
+"I can't stop thinking about it.","It's living rent-free in my head."
+"I'm just going to stay in bed all day.","I'm gonna bed rot today."
+"I spent all day in bed doing nothing.","I was bed rotting all day."
+"Sometimes things just happen.","It be like that sometimes."
+"We have to accept it and move on.","We move."
+"We must deal with it and move on.","Just cope and seethe, I guess."
+"I feel completely overwhelmed; I can't handle it.","I literally can't even."
+"It's hard to even process this.","I can't even right now."
+"I'm truly telling the truth.","I'm deadass serious."
+"I'm really annoyed.","I'm deadass annoyed."
+"I'm just joking, I'm not serious.","I'm just playin'."
+"I was only kidding.","jk, I was kidding."
+"I'm very sure about this.","I'm deadass sure."
+"I am completely serious.","Deadass, I'm for real."
+"He's being totally serious.","He's deadass not joking."
+"Stop wasting time online.","Go touch grass."
+"Go outside and get some fresh air.","Touch grass, bro."
+"I've been browsing the internet all day.","I've been scrolling brain-rot all day."
+"That app is becoming very popular.","That app is blowing up."
+"This meme is very popular.","This meme is everywhere, I'm dead."
+"This meme is really funny.","This meme is dank af."
+"I'm addicted to this game.","This game has me in a chokehold."
+"I can't stop playing this game.","This game has me hooked, no cap."
+"I'm very focused on this show.","This show has me in a chokehold."
+"The video went viral.","The video blew up."
+"She's famous on TikTok.","She's TikTok famous, fr."
+"He's doing it just to become famous.","He's doing it for clout."
+"He makes content just for views.","He's a clout demon."
+"My phone battery died.","My phone just yeeted itself."
+"We were video chatting.","We were Facetiming."
+"Send me the address.","Send me the addy."
+"I'm on my way home.","omw home."
+"I will be there soon.","I'll be there asap."
+"I'll be right back.","brb."
+"Where are you right now?","wya rn?"
+"Laughing a lot.","lmao I'm dead."
+"That was so funny, I laughed a lot.","I was dying, lol."
+"To be honest, I don't like it.","NGL, this ain't it."
+"Did you hear about that gossip?","Did you hear the tea?"
+"Tell me everything.","Spill the tea."
+"Tell me the gossip.","Spill the tea, sis!"
+"I'm totally hooked on this show.","This show is straight addictive, no cap."
+"We stayed up sharing memes.","We stayed up sending dank memes."
+"Only those who know will understand.","iykyk."
+"It's an inside joke.","if you know you know."
+"He always texts me immediately.","He's always sliding into my DMs quick."
+"She sent me a direct message.","She slid into my DMs."
+"Contact me later.","hmu later."
+"Text me when you get home.","hmu when you're home."
+"I have no idea.","No clue, idk."
+"I don't know anything.","idk anything, bruh."
+"I don't understand what you said.","I'm lost, not gonna lie."
+"He posted something and got no likes.","He got ratio'd hard."
+"My post got more replies than likes.","I got ratio'd."
+"He lost internet fame and support.","He got canceled."
+"That celebrity was boycotted by everyone.","That celeb got canceled."
+"He always brags about his money.","He flexes his cash."
+"Stop bragging about it.","Quit flexing."
+"He showed off his new shoes.","He flexed his new kicks."
+"That's a strange thing to brag about.","Weird flex, but ok."
+"No one asked for your opinion.","Nobody asked, fr."
+"He got called out and embarrassed online.","He got exposed and ratio'd."
+"Her TikTok followers love her.","She got the clout, frfr."
+"This old trend is coming back.","This trend is making a comeback, no cap."
+"I spent hours on low-quality TikToks.","I got major brain rot on TikTok."
+"He spends too much time on useless videos.","He's got brain rot from YouTube."
+"I'm addicted to my phone.","I'm phone-zoned 24/7, no cap."
+"I can't stop scrolling social media.","I'm doomscrolling all night."
+"I have to study for a test.","I gotta grind for this exam."
+"We passed the test easily.","We aced that test, no cap."
+"She got a perfect score on the test.","She absolutely slayed that test."
+"He failed his exam.","He took an L on that exam."
+"I'm not prepared for the presentation.","I'm not ready, I'm gonna flop so hard."
+"The teacher is very strict.","Our teacher is low-key a dictator."
+"Class was really fun today.","Class was actually lit today."
+"I have too much homework.","I'm drowning in homework, send help."
+"This assignment is very difficult.","This assignment is kicking my ass."
+"He's new to our school.","He's a total noob here."
+"I'm new to this game.","I'm a noob at this game."
+"She's inexperienced at this job.","She's a noob at the job."
+"We need to work very hard.","We gotta put in the grind."
+"I worked hard to improve my code.","I grinded to improve my code."
+"He is working out to improve his looks.","He's gymmaxxing."
+"I'm trying to get stronger at the gym.","I'm gymmaxxing, bro."
+"She is trying to improve her appearance.","She's looksmaxxing."
+"Our team worked together perfectly.","We had perfect synergy, no cap."
+"He doesn't do any work and benefits from others.","He's riding the gravy train."
+"She tries to avoid doing any work.","She's always AFK mentally."
+"That song is very popular right now.","That song is blowing up on TikTok."
+"This song is extremely catchy.","This song is a banger."
+"The beat of this song is great.","This track slaps."
+"This show is really unique.","This show hits different."
+"Watching it in the theater was a unique experience.","Watching it in theater hit different."
+"Her style is very fashionable.","Her drip is immaculate."
+"His fashion sense is nice.","His drip is clean af."
+"Her outfit is very trendy.","Her fit is on fire today."
+"The crowd's energy was amazing.","The crowd's vibe was insane."
+"I'm enjoying the vibe here.","I vibe with this place."
+"The atmosphere at the concert is great.","The vibes at the concert are immaculate."
+"This actor is a legend.","This actor is an OG."
+"That villain is an original character.","That villain is an OG character."
+"He made an iconic move.","He made a boss move."
+"Her dance was perfectly executed.","She ate that dance routine."
+"She performed flawlessly.","She ate and left no crumbs on stage."
+"The band delivered an amazing show.","The band understood the assignment and killed it."
+"Each episode keeps getting better.","Each episode is a glow up from the last."
+"He went through a huge transformation.","He had a major glow up."
+"She completely changed her look for the better.","Her glow up was insane."
+"That movie made me cry.","That movie had me in my feels."
+"The series finale was heartbreaking.","The finale hit me in the feels."
+"That joke was hilarious.","That joke had me weak."
+"I'm laughing so hard.","I'm weak, that was too funny."
+"I love this character so much.","This character is my spirit animal."
+"Her confidence is admirable.","She has big BDE vibes."
+"He's very confident without being arrogant.","He gives off BDE, not gonna lie."
+"She's such a big fan of this show.","She's a total stan of this show."
+"Fans of that singer are intense.","Her stans go hard."
+"The fandom is really passionate.","The stans are wilding."
+"The plot twist was unbelievable.","That plot twist had me shook."
+"The trailer got me really excited.","The trailer got me amped."
+"I got goosebumps from that scene.","That scene gave me chills, no cap."
+"Her new song is extremely good.","Her new song is straight fire."
+"This dance trend is everywhere.","This dance trend is blowing up."
+"Everyone is talking about this show.","This show is the talk of the TL."
+"I can't wait for the next season.","I'm low-key dying for next season."
+"This painting is really cool.","This painting is dope."
+"The story is hard to believe.","The story is pretty sus."
+"The fans absolutely adore her.","The fans stan her so hard."
+"Yes, absolutely.","Bet."
+"I'm okay with that.","Bet."
+"Sure, sounds good.","Bet."
+"I will definitely do it.","Say less."
+"You don't need to ask again.","Say less."
+"You have my full agreement.","Facts."
+"What you said is true.","No lies detected."
+"I'm not lying, I'm telling the truth.","No cap, I'm for real."
+"To be honest, I'm hungry.","NGL, I'm hungry af."
+"Honestly, this cake is delicious.","No cap, this cake is bussin'."
+"I'm telling the truth, that was amazing.","For real, that was lit."
+"I'm serious, she did great.","Deadass, she ate and left no crumbs."
+"Seriously, this place is great.","On God, this place is fire."
+"That is extremely cool.","That's cool af."
+"That's extremely expensive.","That's hella expensive."
+"It's really crowded here.","It's hella crowded here."
+"That's very weird.","That's mad weird."
+"That's very cool.","That's mad cool."
+"That's very impressive.","That's hella impressive."
+"She's so kind and genuine.","She's real AF."
+"He's acting foolish.","He's acting like a clown."
+"He's behaving stupidly.","He's being a clown."
+"That guy is crazy.","That guy is wildin'."
+"She's going crazy.","She's wilding out."
+"She's behaving outrageously.","She's out of pocket."
+"He's out of line.","He's outta pocket for that."
+"Don't be disrespectful.","Don't be out of pocket."
+"Do you understand what I mean?","Ya feel me?"
+"It's your turn to make a move.","Ball's in your court, bro."
+"Mind your own business.","Stay in your lane."
+"Calm down and relax.","Take a chill pill."
+"Take it easy, don't worry.","Chillax, dude."
+"He doesn't care at all.","He DGAF."
+"I really don't care.","IDGAF, honestly."
+"That's how it is.","It is what it is."
+"Everything is fine.","We Gucci."
+"Is everything okay?","We Gucci?"
+"Everything is good with me.","I'm Gucci."
+"We're all good.","We Gucci, fam."
+"Don't worry, it's okay.","No worries, we Gucci."
+"He is very rich.","He's loaded."
+"She is acting high-class.","She's so bougie."
+"They live in luxury.","They're living boujee."
+"He acts like he's better than us.","He's acting all bougie."
+"I'm very busy right now.","I'm swamped rn."
+"I'm busy with work.","I'm slammed with work."
+"I'm running late.","I'm gonna be late af."
+"I'll manage it somehow.","I'll wing it."
+"Just do it without planning.","Just wing it, bro."
+"We managed by improvising.","We just winged it and it worked."
+"That was clearly obvious.","No duh."
+"Obviously, yes.","Duh, yes."
+"That was really dumb.","That was smooth brain of me."
+"I did something stupid.","I had a smooth brain moment."
+"That was very clever.","Galaxy brain move!"
+"He thinks too highly of himself.","He has main character syndrome."
+"She always acts like everything revolves around her.","She's got main character energy."
+"He walks with so much confidence.","He's giving main character vibes."
+"She's acting like she's the hero.","She's in her main character era."
+"He has a dominant presence.","He's got alpha energy."
+"He's independent and does his own thing.","He's on that sigma grindset."
+"Let him continue, he knows what he's doing.","Let him cook."
+"Wait and see what he does.","Let him cook, bro."
+"Don't interfere, give him a chance.","Hold up, let him cook."
+"Trust me, I know what I'm doing.","Trust, I got this."
+"Believe me, it'll work.","Trust the process, fam."
+"He is extremely lucky.","He's lucky af."
+"You only live once, try it!","YOLO, give it a shot!"
+"I don't feel like doing anything.","No cap, I'm big lazy today."
+"He has to face the consequences.","F around and find out."
+"He found out the hard way.","He F'ed around and found out."
+"It's not my problem.","That's a you problem."
+"Deal with it yourself.","Sounds like a you problem."
+"I have better things to do.","Ain't nobody got time for that."
+"I'm not surprised at all.","Shocker, not."
+"I saw it coming.","Called it."
+"I knew it would happen.","I called it, no cap."
+"I'm feeling left out seeing all the fun they're having.","I'm getting FOMO seeing all the fun."
+"I regret not going; I feel I missed out.","Not gonna lie, I have FOMO."
+"Stop lying.","Quit capping."
+"Please stop lying.","Stop the cap."
+"He's telling the truth.","No cap, he's telling the truth."
+"I'm being honest.","No cap, I'm being honest."
+"He got drunk at the party.","He got turnt at the party."
+"He's really drunk right now.","He's turnt right now."
+"I'm sorry, that was my mistake.","My bad."
+"Sorry, I messed up.","That's on me, my bad."
+"It isn't a big deal.","No biggie."
+"It's fine, don't worry about it.","No biggie, fam."
+"He always changes his opinion to fit in.","He's just a bandwagon."
+"She only likes it because everyone else does.","She's a bandwagon fan."
+"That's out-of-style now.","That's so cheugy."
+"Wearing that is unfashionable.","Skinny jeans are cheugy now."
+"She's so unoriginal.","She's basic."
+"Everything she likes is mainstream.","She's basic af."
+"That was an unpopular opinion.","That's a hot take."
+"Here's an unpopular opinion:","Hot take: pineapple belongs on pizza."
+"That's a great point, I agree.","That's a W take."
+"His opinion was terrible.","That was an L take."
+"I completely agree with you.","Facts."
+"She really told him off.","She popped off on him."
+"She went off at him.","She popped off, fr."
+"He responded with a big outburst.","He popped off in response."
+"He lost his temper and went off.","He popped off on them."
+"He keeps on complaining.","He keeps yapping."
+"She won't stop talking.","She keeps yapping."
+"He was just provoking people online.","He was trolling online."
+"Ignore him, he's just trying to provoke you.","Ignore him, he's trolling."
+"She got very offended by that joke.","She got triggered by that joke."
+"He is easily offended.","He's triggerable af."
+"I'm just teasing you.","I'm just trolling you."
+"This weather is terrible.","This weather is trash."
+"This place is disgusting.","This place is nasty af."
+"The milk is spoiled and smells bad.","This milk is rank af."
+"The house is extremely messy.","This house is jank."
+"Her room is very messy.","Her room is a hot mess."
+"My desk is very disorganized.","My desk is a hot mess rn."
+"This situation is chaotic.","This situation is a hot mess."
+"She always gets things without paying.","She always finesses freebies."
+"He charmed his way into the VIP section.","He finessed into VIP."
+"I got him to do my work for me.","I finessed him into doing my work."
+"We managed to get free dessert.","We finessed a free dessert."
+"He found a way to get free tickets.","He finessed free tickets."
+"He's the stereotypical popular jock.","He's a total Chad."
+"All the girls are into him.","He's such a Chad."
+"She puts down other girls to impress guys.","She's a pick-me girl."
+"She's always like ‘I'm not like other girls'.","She's a pick-me, fr."
+"He quickly summarized the story.","He gave the TL;DR."
+"In summary, they broke up.","TL;DR: they broke up."
+"It's so relatable.","Mood."
+"I feel the same way.","Big mood."
+"That's exactly how I feel.","Mood af."
+"That look is inspiring.","That look is total inspo."
+"Her style is an inspiration.","Her style is big inspo."
+"I feel personally called out by that joke.","I feel attacked."
+"It's exactly describing me and I don't like it.","I'm feeling attacked."
+"I handle things myself.","I got this."
+"Don't worry, I can do it.","I got this, fam."
+"Everything turned out fine.","It all Gucci."
+"We sorted it out and it's fine.","We're Gucci now."
+"I'm enjoying life to the fullest.","I'm living my best life."
+"She's doing really well in life.","She's living her best life."
+"We should celebrate and have fun.","Let's live our best life tonight."
+"I paid all my bills and cooked dinner.","I paid bills and cooked, I'm adulting."
+"I cleaned the house and bought groceries today.","I cleaned and grocery shopped, big adulting moment."
+"His habits are slightly weird but harmless.","His habits are a beige flag."
+"Her obsession with spreadsheets is harmlessly weird.","Her spreadsheet obsession is a beige flag."
+"She did something ruthless but impressive.","That move was savage."
+"He absolutely destroyed her argument.","He savagely destroyed her argument."
+"The cake was extremely good.","The cake was bomb af."
+"These tacos are really good.","These tacos are bomb, amirite?"
+"I hope no one finds out I did that.","That stays low-key between us."
+"Keep it a secret.","Keep it low-key."
+"She's quietly very talented.","She's low-key talented."
+"He's kind of funny, not gonna lie.","He's low-key funny, not gonna cap."
+"They secretly started dating.","They low-key started dating."
+"He's a robot.","He called me a clanker."
+"Stop acting like a robot.","Quit acting like a clanker."
+"The kid threw a tantrum.","The kid had a crashout."
+"She had a meltdown over losing.","She crashouted after losing."
+"The item was of poor quality.","That item was chopped."
+"His haircut looks bad.","His haircut is chopped."
+"He always steals my fries as a ‘tax'.","He always takes a fanum tax from my food."
+"My friend took a bite of my pizza as a joke.","My friend fanum'd my slice of pizza."
+"I got more muscular through training.","I went mogging on them."
+"She's much prettier than everyone else.","She's mogging the others."
+"His aura or presence is strong.","His aura is strong af."
+"She has a very cool vibe.","Her aura is on point."
+"What the heck is that?","What the sigma is that?"
+"That's really cool!","That's sigma as hell."
+"He tries to be a lone wolf.","He's on his sigma vibe."
+"He's an independent lone wolf type.","He's a sigma male."
+"She's extremely attractive physically.","Her gyat is insane."
+"All the guys reacted when she walked by.","All the guys were like gyat when she passed."
+"This robot vacuum keeps bumping into things.","This clanker keeps bumping into stuff."
+"He often says weird meme phrases.","He speaks in pure Skibidi."
+"This is chaotic and random.","This is straight skibidi."
+"Only strange things happen there.","Everything there is Ohio af."
+"That's some weird nonsense.","That's Ohio vibes."
+"He often says gibberish.","He just said ""skibidi bop"" or something."
+"He called me a robot.","He called me a clanker."
+"I have a big math test tomorrow.","I gotta lock in for this math test, be so for real."
+"I didn't study much for math class.","I did not lock in for math, I'm finna flop."
+"The homework for math was very long.","Math homework was straight brain rot."
+"Our math teacher talks a lot.","Our math teacher be yapping fr."
+"I think I did well on the math quiz.","I low-key ate on that math quiz."
+"I have a big history test tomorrow.","I gotta lock in for this history test, be so for real."
+"I didn't study much for history class.","I did not lock in for history, I'm finna flop."
+"The homework for history was very long.","History homework was straight brain rot."
+"Our history teacher talks a lot.","Our history teacher be yapping fr."
+"I think I did well on the history quiz.","I low-key ate on that history quiz."
+"I have a big biology test tomorrow.","I gotta lock in for this biology test, be so for real."
+"I didn't study much for biology class.","I did not lock in for bio, I'm finna flop."
+"The homework for biology was very long.","Bio homework was straight brain rot."
+"Our biology teacher talks a lot.","Our bio teacher be yapping fr."
+"I think I did well on the biology quiz.","I low-key ate on that bio quiz."
+"I have a big chemistry test tomorrow.","I gotta lock in for this chemistry test, be so for real."
+"I didn't study much for chemistry class.","I did not lock in for chem, I'm finna flop."
+"The homework for chemistry was very long.","Chem homework was straight brain rot."
+"Our chemistry teacher talks a lot.","Our chem teacher be yapping fr."
+"I think I did well on the chemistry quiz.","I low-key ate on that chem quiz."
+"I have a big English test tomorrow.","I gotta lock in for this English test, be so for real."
+"I didn't study much for English class.","I did not lock in for English, I'm finna flop."
+"The homework for English was very long.","English homework was straight brain rot."
+"Our English teacher talks a lot.","Our English teacher be yapping fr."
+"I think I did well on the English quiz.","I low-key ate on that English quiz."
+"I have a big Spanish test tomorrow.","I gotta lock in for this Spanish test, be so for real."
+"I didn't study much for Spanish class.","I did not lock in for Spanish, I'm finna flop."
+"The homework for Spanish was very long.","Spanish homework was straight brain rot."
+"Our Spanish teacher talks a lot.","Our Spanish teacher be yapping fr."
+"I think I did well on the Spanish quiz.","I low-key ate on that Spanish quiz."
+"I have a big computer science test tomorrow.","I gotta lock in for this computer science test, be so for real."
+"I didn't study much for computer science class.","I did not lock in for CS, I'm finna flop."
+"The homework for computer science was very long.","CS homework was straight brain rot."
+"Our computer science teacher talks a lot.","Our CS teacher be yapping fr."
+"I think I did well on the computer science quiz.","I low-key ate on that CS quiz."
+"I have a big physics test tomorrow.","I gotta lock in for this physics test, be so for real."
+"I didn't study much for physics class.","I did not lock in for physics, I'm finna flop."
+"The homework for physics was very long.","Physics homework was straight brain rot."
+"Our physics teacher talks a lot.","Our physics teacher be yapping fr."
+"I think I did well on the physics quiz.","I low-key ate on that physics quiz."
+"I have a big economics test tomorrow.","I gotta lock in for this economics test, be so for real."
+"I didn't study much for economics class.","I did not lock in for econ, I'm finna flop."
+"The homework for economics was very long.","Econ homework was straight brain rot."
+"Our economics teacher talks a lot.","Our econ teacher be yapping fr."
+"I think I did well on the economics quiz.","I low-key ate on that econ quiz."
+"I have a big art test tomorrow.","I gotta lock in for this art test, be so for real."
+"I didn't study much for art class.","I did not lock in for art, I'm finna flop."
+"The homework for art was very long.","Art homework was straight brain rot."
+"Our art teacher talks a lot.","Our art teacher be yapping fr."
+"I think I did well on the art quiz.","I low-key ate on that art quiz."
+"We have to present in front of the class.","We gotta present in front of everybody, I'm shook."
+"My friend shared his notes with me.","My boy sent me the notes, W friend."
+"I forgot my Chromebook at home.","I left my Chromebook at home, L student."
+"Lunch at school was good today.","School lunch actually bussin today, no cap."
+"The principal visited our classroom.","Principal pulled up to class, whole room got sus."
+"We have a field trip next week.","We got a field trip next week, vibes only."
+"I was late to first period.","I pulled up to first period late af."
+"The substitute teacher was very nice.","Sub was chill, W sub."
+"Everyone was talking during class.","Class was in full NPC mode."
+"We had to take standardized tests today.","They made us take state tests, pure brain rot."
+"I finished my project early.","I low-key finished my project early, W me."
+"I forgot to turn in my assignment.","I forgot to submit, L arc."
+"I'm taking advanced classes this year.","I'm in my try-hard era this year."
+"I joined a new school club.","I joined a new club, it's giving extracurricular."
+"Our teacher gave us a lot of homework.","Teacher dumped homework on us, actually foul."
+"We had a fire drill in the middle of class.","They hit us with a fire drill mid-lesson, ain't no way."
+"Everyone was tired during morning announcements.","Morning announcements had us all in NPC idle."
+"I'm studying with my friends after school.","We're about to lock in at Starbucks after school."
+"I helped a classmate with their work.","I put them on with the answers, W friend."
+"We got our report cards today.","Report cards dropped today, some of y'all in your flop era."
+"My locker wouldn't open.","My locker said 'ratio + you're not getting in'."
+"The school Wi-Fi is slow.","School Wi-Fi is booty."
+"We watched a movie in class.","Teacher played a movie, class was lit."
+"I'm trying to raise my grades.","I'm in my grade glow-up era."
+"This semester is harder than last year.","This semester is not light work, be so for real."
+"We had to work in groups again.","Teacher put us in groups again, NPC assignments."
+"My friend and I skipped the pep rally.","We low-key skipped the pep rally, idc."
+"The science lab was really fun.","Science lab was low-key fire."
+"I didn't understand today's lesson.","Today's lesson lost me ngl."
+"We have spirit week coming up.","Spirit week is coming, fits finna be insane."
+"He likes her but he's scared to tell her.","Bro is down bad but won't shoot his shot."
+"She keeps posting him on her story.","She soft launched bae on close friends."
+"They broke up and got back together.","They keep spinning the block on that relationship."
+"She's talking to multiple people right now.","She's in her roster era."
+"He got ignored after one date.","He got curved after one date, L riz."
+"They met in youth group.","They met at church and still started a situationship lol."
+"She wants to keep the relationship private.","She wants a low-key relationship, no hard launch."
+"He asked her to the dance.","He shot his shot for homecoming."
+"They argued over small things.","They're fighting over icks again."
+"She said she just wants to be friends.","She hit him with the 'let's just be mutuals' L."
+"He told everyone they were dating.","Bro did a hard launch no one asked for."
+"She unfollowed him on everything.","She unfollowed AND removed him from CF, it's over."
+"He keeps texting her every morning.","He's good-morning texting every day, he's simping."
+"They matched on an app.","They matched and now it's a speedrun situationship."
+"He is trying to win her back.","He's in his redemption arc."
+"She apologized for overreacting.","She said 'my bad, I was being delulu.'"
+"Liam keeps flirting with Ava in class.","Liam is trying to rizz Ava up in 3rd period."
+"Ava blocked Liam after he kept texting.","Ava blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Mia in class.","Liam is trying to rizz Mia up in 3rd period."
+"Mia blocked Liam after he kept texting.","Mia blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Sofia in class.","Liam is trying to rizz Sofia up in 3rd period."
+"Sofia blocked Liam after he kept texting.","Sofia blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Layla in class.","Liam is trying to rizz Layla up in 3rd period."
+"Layla blocked Liam after he kept texting.","Layla blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Chloe in class.","Liam is trying to rizz Chloe up in 3rd period."
+"Chloe blocked Liam after he kept texting.","Chloe blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Zoe in class.","Liam is trying to rizz Zoe up in 3rd period."
+"Zoe blocked Liam after he kept texting.","Zoe blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Isabella in class.","Liam is trying to rizz Isabella up in 3rd period."
+"Isabella blocked Liam after he kept texting.","Isabella blocked him, bro's chat is in the shadow realm."
+"Liam keeps flirting with Emma in class.","Liam is trying to rizz Emma up in 3rd period."
+"Emma blocked Liam after he kept texting.","Emma blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Ava in class.","Noah is trying to rizz Ava up in 3rd period."
+"Ava blocked Noah after he kept texting.","Ava blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Mia in class.","Noah is trying to rizz Mia up in 3rd period."
+"Mia blocked Noah after he kept texting.","Mia blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Sofia in class.","Noah is trying to rizz Sofia up in 3rd period."
+"Sofia blocked Noah after he kept texting.","Sofia blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Layla in class.","Noah is trying to rizz Layla up in 3rd period."
+"Layla blocked Noah after he kept texting.","Layla blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Chloe in class.","Noah is trying to rizz Chloe up in 3rd period."
+"Chloe blocked Noah after he kept texting.","Chloe blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Zoe in class.","Noah is trying to rizz Zoe up in 3rd period."
+"Zoe blocked Noah after he kept texting.","Zoe blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Isabella in class.","Noah is trying to rizz Isabella up in 3rd period."
+"Isabella blocked Noah after he kept texting.","Isabella blocked him, bro's chat is in the shadow realm."
+"Noah keeps flirting with Emma in class.","Noah is trying to rizz Emma up in 3rd period."
+"Emma blocked Noah after he kept texting.","Emma blocked him, bro's chat is in the shadow realm."
+"I saw a funny clip on TikTok today.","TikTok had me dead today."
+"My video on TikTok didn't get many views.","My TikTok post flopped, zero rizz."
+"That challenge is trending on TikTok right now.","That challenge is blowing up on TikTok rn."
+"I was scrolling on TikTok for hours.","I was doomscrolling on TikTok, straight brain rot."
+"People keep making edits on TikTok.","TikTok is all edits rn, it's giving corecore."
+"I saw a funny clip on YouTube today.","YouTube had me dead today."
+"My video on YouTube didn't get many views.","My YouTube post flopped, zero rizz."
+"That challenge is trending on YouTube right now.","That challenge is blowing up on YouTube rn."
+"I was scrolling on YouTube for hours.","I was doomscrolling on YouTube, straight brain rot."
+"People keep making edits on YouTube.","YouTube is all edits rn, it's giving corecore."
+"I saw a funny clip on IG today.","IG had me dead today."
+"My video on IG didn't get many views.","My IG post flopped, zero rizz."
+"That challenge is trending on IG right now.","That challenge is blowing up on IG rn."
+"I was scrolling on IG for hours.","I was doomscrolling on IG, straight brain rot."
+"People keep making edits on IG.","IG is all edits rn, it's giving corecore."
+"I saw a funny clip on Twitch today.","Twitch had me dead today."
+"My video on Twitch didn't get many views.","My Twitch clip flopped, zero rizz."
+"That challenge is trending on Twitch right now.","That challenge is blowing up on Twitch rn."
+"I was scrolling on Twitch for hours.","I was doomscrolling on Twitch, straight brain rot."
+"People keep making edits on Twitch.","Twitch is all edits rn, it's giving corecore."
+"I saw a funny clip on Kick today.","Kick had me dead today."
+"My video on Kick didn't get many views.","My Kick post flopped, zero rizz."
+"That challenge is trending on Kick right now.","That challenge is blowing up on Kick rn."
+"I was scrolling on Kick for hours.","I was doomscrolling on Kick, straight brain rot."
+"People keep making edits on Kick.","Kick is all edits rn, it's giving corecore."
+"I saw a funny clip on Snapchat today.","Snapchat had me dead today."
+"My video on Snapchat didn't get many views.","My Snap story flopped, zero rizz."
+"That challenge is trending on Snapchat right now.","That challenge is blowing up on Snap rn."
+"I was scrolling on Snapchat for hours.","I was doomscrolling on Snap, straight brain rot."
+"People keep making edits on Snapchat.","Snap is all edits rn, it's giving corecore."
+"Everyone is copying the same sound.","Everyone using the same sound, it's NPC content."
+"He replied to a famous creator.","He got noticed by a big creator, W clout."
+"She posted her outfit check.","She did an OOTD and ate."
+"The comments were very mean.","Comments were cooking him."
+"He keeps begging for likes.","Bro is glazing for likes."
+"The clip went viral overnight.","Clip blew up overnight, W virality."
+"People argued in the replies.","Replies were in full beef mode."
+"She got canceled for that video.","She got canceled on main."
+"He streams games every evening.","He goes live every night, streamer era."
+"I made a meme about our school.","I dropped a meme about our school, everyone ate it up."
+"They used AI to make a funny song.","They made an AI song and it was actually fire."
+"He took credit for someone else's edit.","He stole an edit, pure L behavior."
+"She posted her boyfriend's hand only.","She soft launched him with the hand pic."
+"She showed him fully for the first time.","She hard launched bae on main."
+"His comments got flooded.","He got comment ratio'd."
+"They made fun of his outfit online.","They cooked his fit in the quote tweets."
+"Your black hoodie looks nice.","That black hoodie is clean af."
+"Those black shoes are cool.","Those black kicks are fire, no cap."
+"The black dress fits you well.","The black dress is eating, it's giving model."
+"Your red hoodie looks nice.","That red hoodie is clean af."
+"Those red shoes are cool.","Those red kicks are fire, no cap."
+"The red dress fits you well.","The red dress is eating, it's giving model."
+"Your blue hoodie looks nice.","That blue hoodie is clean af."
+"Those blue shoes are cool.","Those blue kicks are fire, no cap."
+"The blue dress fits you well.","The blue dress is eating, it's giving model."
+"Your beige hoodie looks nice.","That beige hoodie is clean af."
+"Those beige shoes are cool.","Those beige kicks are fire, no cap."
+"The beige dress fits you well.","The beige dress is eating, it's giving model."
+"Your brown hoodie looks nice.","That brown hoodie is clean af."
+"Those brown shoes are cool.","Those brown kicks are fire, no cap."
+"The brown dress fits you well.","The brown dress is eating, it's giving model."
+"Your olive hoodie looks nice.","That olive hoodie is clean af."
+"Those olive shoes are cool.","Those olive kicks are fire, no cap."
+"The olive dress fits you well.","The olive dress is eating, it's giving model."
+"Your pink hoodie looks nice.","That pink hoodie is clean af."
+"Those pink shoes are cool.","Those pink kicks are fire, no cap."
+"The pink dress fits you well.","The pink dress is eating, it's giving model."
+"She changed her hairstyle.","She had a hair glow up."
+"He started wearing jewelry.","Bro added chains, drip increased."
+"She does her makeup very well.","Her makeup is snatched every time."
+"He bought designer sneakers.","He flexed designer kicks, rich kid vibes."
+"They coordinated their outfits.","They did matching fits, power duo."
+"My thrifted jacket is unique.","Thrifted jacket is such a W find."
+"That store is too expensive.","That store is mad bougie."
+"I'm wearing comfy clothes today.","I'm in my cozy-girl era."
+"Her nails match her outfit.","Nails matching the fit? Ate."
+"The selfie lighting was perfect.","Lighting was 10/10, it's giving Pinterest."
+"I'm tired of school.","I'm over school, I'm in my 'we move' era."
+"I'm so embarrassed.","I'm cringing so hard rn."
+"I'm very angry about that.","I'm big mad about that."
+"I'm not in the mood to talk.","I'm not vibing rn, don't @ me."
+"I'm feeling lazy today.","I'm in full bed-rot mode."
+"I'm actually proud of you.","W you, I'm proud fr."
+"I feel like crying.","I'm in my feels."
+"That made me very happy.","That gave me serotonin."
+"I'm confused by the situation.","This whole situation is sus."
+"I'm so bored right now.","I'm bored out my mind."
+"I'm trying to stay positive.","I'm in my delulu is the solulu era."
+"I really needed that hug.","I needed that, wholesome vibes."
+"I'm worried about my grades.","My grades got me stressed."
+"I overthink everything.","My brain is doing too much."
+"I laughed way too hard at that.","I was wheezing at that clip."
+"I don't want to go outside.","Outside is scary, I'm staying online."
+"I want a fresh start.","I'm entering my rebrand era."
+"I'm focusing on myself.","I'm in my self-improvement arc."
+"I need to drink water.","Hydration arc unlocked."
+"I'm annoyed by his attitude.","His vibe is an ick."
+"I'm scared they'll judge me.","I'm low-key scared of getting cooked."
+"I'm grateful for my friends.","My friends are W people."
+"I miss my old friends.","Low-key missing the old squad."
+"I feel left out.","I'm getting FOMO fr."
+"I'm staying off social media today.","I'm logging off, touch grass challenge."
+"I finally finished everything.","Everything done, productivity arc complete."
+"My phone battery died.","My phone just yeeted its battery."
+"My phone is running slowly.","My phone is lagging, this is so mid."
+"My tablet battery died.","My tablet just yeeted its battery."
+"My tablet is running slowly.","My tablet is lagging, this is so mid."
+"My laptop battery died.","My laptop just yeeted its battery."
+"My laptop is running slowly.","My laptop is lagging, this is so mid."
+"My PC battery died.","My PC just yeeted its battery."
+"My PC is running slowly.","My PC is lagging, this is so mid."
+"My Switch battery died.","My Switch just yeeted its battery."
+"My Switch is running slowly.","My Switch is lagging, this is so mid."
+"He camped the whole match.","He was camping the whole time, NPC playstyle."
+"I got disconnected from the server.","I got kicked, L Wi-Fi."
+"We finally won the ranked game.","We finally clutched ranked, W squad."
+"He kept stealing my loot.","He kept taking my loot, fanum tax gamer edition."
+"I bought a new skin.","I copped a new skin, it's giving pay-to-win vibes."
+"My aim was really good today.","My aim was on demon time."
+"He rage quit.","Bro alt-F4'd, full rage quit."
+"We need a better strategy.","We need to lock in with strats."
+"I got paid for babysitting.","I got the bag from babysitting, W hustle."
+"I sold some old clothes online.","I sold old fits on Depop, reseller era."
+"I want to start a small business.","I'm in my mini-entrepreneur arc."
+"I spent all my allowance already.","Allowance gone, broke boy era."
+"My friend bought snacks for all of us.","Friend bought snacks, W friend."
+"I used a promo code at checkout.","Used a code, big brain money move."
+"I'm trying not to waste money.","No-spend era, be so for real."
+"He keeps buying random gadgets.","He's in his Amazon brain rot era."
+"I saved enough to upgrade my phone.","I saved up, now phone glow up."
+"Streaming might make me money.","If stream blows up, I'm quitting school /j."
+"My mom told me to clean my room.","Mom said clean room, NPC chore arc."
+"My dad keeps telling the same jokes.","Dad jokes got no rizz."
+"My sister borrowed my clothes.","My sis stole my fit, fanum tax at home."
+"We went to church on Sunday.","We went to church, fit was holy drip."
+"My family had a barbecue.","Family cookout was lit, food was bussin."
+"We drove to visit grandma.","Roadtrip to grandma's, wholesome era."
+"My cousin made everyone laugh.","Cousin was popping off with jokes."
+"I had to watch my little brother.","I was doing free babysitting, L chore."
+"My parents checked my grades.","Parents checked grades, I got cooked."
+"We took family pictures.","Family pics were low-key a slay."