Datasets:

SDVM
/

dair-ai-emotion

text stringlengths 7 300	label class label 6 classes	text_refined stringlengths 8 339
i didnt feel humiliated	0sadness	I didn't feel humiliated.
i can go from feeling so hopeless to so damned hopeful just from being around someone who cares and is awake	0sadness	I can go from feeling so hopeless to so damned hopeful just from being around someone who cares and is present.
im grabbing a minute to post i feel greedy wrong	3anger	I'm grabbing a minute to post — I feel greedy and wrong for doing so.
i am ever feeling nostalgic about the fireplace i will know that it is still on the property	2love	If I am ever feeling nostalgic about the fireplace, I will know that it is still on the property.
i am feeling grouchy	3anger	I am feeling grouchy.
ive been feeling a little burdened lately wasnt sure why that was	0sadness	I've been feeling a little burdened lately and wasn't sure why that was.
ive been taking or milligrams or times recommended amount and ive fallen asleep a lot faster but i also feel like so funny	5surprise	I've been taking two or three times the recommended amount, and I've been falling asleep a lot faster, but I also feel kind of funny.
i feel as confused about life as a teenager or as jaded as a year old man	4fear	I feel as confused about life as a teenager, or as jaded as an old man.
i have been with petronas for years i feel that petronas has performed well and made a huge profit	1joy	I have been with Petronas for years, and I feel that Petronas has performed well and made a huge profit.
i feel romantic too	2love	I feel romantic too.
i feel like i have to make the suffering i m seeing mean something	0sadness	I feel like I have to make the suffering I'm seeing mean something.
i do feel that running is a divine experience and that i can expect to have some type of spiritual encounter	1joy	I do feel that running is a divine experience and that I can expect to have some type of spiritual encounter.
i think it s the easiest time of year to feel dissatisfied	3anger	I think it's the easiest time of year to feel dissatisfied.
i feel low energy i m just thirsty	0sadness	I feel low on energy — I'm just thirsty.
i have immense sympathy with the general point but as a possible proto writer trying to find time to write in the corners of life and with no sign of an agent let alone a publishing contract this feels a little precious	1joy	I have immense sympathy with the general point, but as a would-be writer trying to find time to write in the corners of life, with no sign of an agent, let alone a publishing contract, this feels a little precious.
i do not feel reassured anxiety is on each side	1joy	I do not feel reassured — anxiety is on every side.
i didnt really feel that embarrassed	0sadness	I didn't really feel that embarrassed.
i feel pretty pathetic most of the time	0sadness	I feel pretty pathetic most of the time.
i started feeling sentimental about dolls i had as a child and so began a collection of vintage barbie dolls from the sixties	0sadness	I started feeling sentimental about the dolls I had as a child, and so began a collection of vintage Barbie dolls from the sixties.
i now feel compromised and skeptical of the value of every unit of work i put in	4fear	I now feel compromised and skeptical of the value of every unit of work I put in.
i feel irritated and rejected without anyone doing anything or saying anything	3anger	I feel irritated and rejected without anyone doing or saying anything.
i am feeling completely overwhelmed i have two strategies that help me to feel grounded pour my heart out in my journal in the form of a letter to god and then end with a list of five things i am most grateful for	4fear	I am feeling completely overwhelmed. I have two strategies that help me feel grounded: pouring my heart out in my journal in the form of a letter to God, and then ending with a list of five things I am most grateful for.
i have the feeling she was amused and delighted	1joy	I have the feeling she was amused and delighted.
i was able to help chai lifeline with your support and encouragement is a great feeling and i am so glad you were able to help me	1joy	I was able to help Chai Lifeline with your support and encouragement — it is a great feeling, and I am so glad you were able to help me.
i already feel like i fucked up though because i dont usually eat at all in the morning	3anger	I already feel like I messed up, though, because I don't usually eat at all in the morning.
i still love my so and wish the best for him i can no longer tolerate the effect that bm has on our lives and the fact that is has turned my so into a bitter angry person who is not always particularly kind to the people around him when he is feeling stressed	0sadness	I still love my significant other and wish the best for him, but I can no longer tolerate the effect that his ex has on our lives and the fact that it has turned him into a bitter, angry person who is not always particularly kind to the people around him when he is feeling stressed.
i feel so inhibited in someone elses kitchen like im painting on someone elses picture	0sadness	I feel so inhibited in someone else's kitchen — it's like painting on someone else's canvas.
i become overwhelmed and feel defeated	0sadness	I become overwhelmed and feel defeated.
i feel kinda appalled that she feels like she needs to explain in wide and lenghth her body measures etc pp	3anger	I feel rather appalled that she feels like she needs to explain her body measurements in such extensive detail.
i feel more superior dead chicken or grieving child	1joy	I feel more superior — a dead chicken or a grieving child?
i get giddy over feeling elegant in a perfectly fitted pencil skirt	1joy	I get giddy over feeling elegant in a perfectly fitted pencil skirt.
i remember feeling acutely distressed for a few days	4fear	I remember feeling acutely distressed for a few days.
i have seen heard and read over the past couple of days i am left feeling impressed by more than a few companies	5surprise	After everything I have seen, heard, and read over the past couple of days, I am left feeling impressed by more than a few companies.
i climbed the hill feeling frustrated that id pretty much paced entirely wrong for this course and that a factor that has never ever hampered me had made such a dent in the day	3anger	I climbed the hill feeling frustrated that I had pretty much paced entirely wrong for this course, and that a factor that had never ever hampered me before had made such a dent in my day.
i can t imagine a real life scenario where i would be emotionally connected enough with someone to feel totally accepted and safe where it it morally acceptable for me to have close and prolonged physical contact and where sex won t be expected subsequently	1joy	I can't imagine a real-life scenario where I would be emotionally connected enough with someone to feel totally accepted and safe, where it is morally acceptable for me to have close and prolonged physical contact, and where sex won't be expected afterward.
i am not sure what would make me feel content if anything	1joy	I am not sure what would make me feel content, if anything.
i have been feeling the need to be creative	1joy	I have been feeling the need to be creative.
i do however want you to know that if something someone is causing you to feel less then your splendid self step away from them	1joy	I do, however, want you to know that if someone is causing you to feel less than your splendid self, step away from them.
i feel a bit rude writing to an elderly gentleman to ask for gifts because i feel a bit greedy but what is christmas about if not mild greed	3anger	I feel a bit rude writing to an elderly gentleman to ask for gifts, because I feel a bit greedy — but what is Christmas about if not mild greed?
i need you i need someone i need to be protected and feel safe i am small now i find myself in a season of no words	1joy	I need you. I need someone. I need to be protected and feel safe. I am small right now, and I find myself in a season of no words.
i plan to share my everyday life stories traveling adventures inspirations and handmade creations with you and hope you will also feel inspired	1joy	I plan to share my everyday life stories, travel adventures, inspirations, and handmade creations with you, and I hope you will also feel inspired.
i already have my christmas trees up i got two and am feeling festive which i m sure is spurring me to get started on this book	1joy	I already have my Christmas trees up — I got two — and I am feeling festive, which I'm sure is spurring me to get started on this book.
ive worn it once on its own with a little concealer and for the days im feeling brave but dont want to be pale then its perfect	1joy	I've worn it once on its own with a little concealer, and for the days when I'm feeling brave but don't want to look pale, it's perfect.
i feel very strongly passionate about when some jerk off decides to poke and make fun of us	1joy	I feel very strongly and passionately about it when some jerk decides to poke fun at us.
i was feeling so discouraged we are already robbing peter to pay paul to get our cow this year but we cant afford to not get the cow this way	0sadness	I was feeling so discouraged. We are already robbing Peter to pay Paul to get our cow this year, but we can't afford not to get the cow this way.
i was feeling listless from the need of new things something different	0sadness	I was feeling listless from the need for new things — something different.
i lost my special mind but don t worry i m still sane i just wanted you to feel what i felt while reading this book i don t know how many times it was said that sam was special but i can guarantee you it was many more times than what i used in that paragraph did i tell you she was special	1joy	I lost my special mind, but don't worry — I'm still sane. I just wanted you to feel what I felt while reading this book. I don't know how many times it was said that Sam was special, but I can guarantee it was many more times than what I used in that paragraph. Did I tell you she was special?
i can t let go of that sad feeling that i want to be accepted here in this first home of mine	2love	I can't let go of that sad feeling that I want to be accepted here, in this first home of mine.
on a boat trip to denmark	1joy	On a boat trip to Denmark.
i stopped feeling cold and began feeling hot	3anger	I stopped feeling cold and began feeling hot.
i need to feel the dough to make sure its just perfect	1joy	I need to feel the dough to make sure it's just perfect.
i found myself feeling a little discouraged that morning	0sadness	I found myself feeling a little discouraged that morning.
i feel selfish and spoiled	3anger	I feel selfish and spoiled.
i was stymied a little bit as i wrote feeling unsure that i might go somewhere with the story unintended	4fear	I was stymied a little bit as I wrote, feeling unsure that I might take the story somewhere unintended.
i bag qaf look who s cryin now jacynthe lookin good feelin gorgeous rupaul the skins scissor sisters valentine the sun fed up kayle who s your daddy gerling awake the unkind u	1joy	I bag QAF, 'Look Who's Cryin' Now' by Jacynthe, 'Lookin Good Feelin Gorgeous' by RuPaul, The Skins, Scissor Sisters, Valentine, The Sun, 'Fed Up' by Kayle, 'Who's Your Daddy' by Gerling, and 'Awake the Unkind.'
i feel you know basically like a fake in the realm of science fiction	0sadness	I feel like, basically, a fake in the realm of science fiction.
i hate living under my dads roof because it gives him an excuse to be an asshole to me because hes providing for me to live here i think he feels that he needs to make me feel as unwelcome as possible so ill leave	0sadness	I hate living under my dad's roof because it gives him an excuse to be an asshole to me. Since he's providing for me to live here, I think he feels the need to make me feel as unwelcome as possible so I'll leave.
i keep feeling pleasantly surprised at his supportiveness and also his ease in new situations	5surprise	I keep feeling pleasantly surprised by his supportiveness and also his ease in new situations.
i have this feeling that if i have anymore vigorous sexual activity in the coming yes i misspelt that as cumming days parts of me will begin to fall off	1joy	I have this feeling that if I have any more vigorous sexual activity in the coming — yes, I misspelled that as 'cumming' — days, parts of me will begin to fall off.
i feel my mom s graceful warm loving smile as i rob the time to nurture myself and heal	1joy	I feel my mom's graceful, warm, loving smile as I take the time to nurture myself and heal.
i feel in they talk the brother in law is extremely popular the one that had no me to think is so stiff	1joy	I feel that when they talk, the brother-in-law is extremely popular, while the one who had no one to turn to seems so stiff.
i ate i could feel a gentle tingle throughout almost as if i was feeling the healing taking place at a cellular level	2love	After I ate, I could feel a gentle tingle throughout my body, almost as if I was feeling the healing taking place at a cellular level.
i feel like we are pressured into being young beautiful thin and depending on the trend having the girls rejuvenated or butt implants	4fear	I feel like we are pressured into being young, beautiful, and thin, and depending on the trend, into getting rejuvenation procedures or butt implants.
i began having them several times a week feeling tortured by the hallucinations moving people and figures sounds and vibrations	4fear	I began having them several times a week, feeling tortured by the hallucinations — moving people and figures, sounds, and vibrations.
i am now nearly finished the week detox and i feel amazing	5surprise	I am now nearly finished with the week-long detox, and I feel amazing.
i feel selfish as i read back to my former posts how i have never asked for prayers for others how i never considered that there may be others out there that deserve their prayers answered before my own	3anger	I feel selfish as I read back through my former posts — how I have never asked for prayers for others, how I never considered that there may be others out there who deserve their prayers answered before my own.
i know the pain parents feel when an enraged child becomes violent	3anger	I know the pain parents feel when an enraged child becomes violent.
i have been on a roller coaster of emotions over these supposed feelings that something unpleasant was coming	0sadness	I have been on a roller coaster of emotions over these supposed feelings that something unpleasant was coming.
i suppose my own truth needs to be shared i havent been feeling very faithful lately ive dwelled more in doubt and uncertainty than i have in faith	2love	I suppose my own truth needs to be shared. I haven't been feeling very faithful lately; I've dwelled more in doubt and uncertainty than I have in faith.
i was feeling brave when i bought it and clearly when i was doing my makeup	1joy	I was feeling brave when I bought it, and clearly also when I was doing my makeup.
i am feeling miserable but c i am also the proudest mum on earth	0sadness	I am feeling miserable, but I am also the proudest mum on earth.
i figure my family loves us no matter what but around anyone else i feel embarrassed when michelle goes ballistic	0sadness	I figure my family loves us no matter what, but around anyone else I feel embarrassed when Michelle goes ballistic.
i don t necessarily think f bombs and sex are necessary in all stories but i feel reassured when i see them in print journals	1joy	I don't necessarily think f-bombs and sex are necessary in all stories, but I feel reassured when I see them in print journals.
i can feel my ovaries aching talking to me as i like to put it	0sadness	I can feel my ovaries aching, talking to me, as I like to put it.
i didn t feel like doing much chris and i mostly just took too many pictures of unimportant stuff	0sadness	I didn't feel like doing much; Chris and I mostly just took too many pictures of unimportant things.
im tired of the book and ready to have it out of here and finding out that i was given unsuitable images and then feeling blamed for the result did not sit well	0sadness	I'm tired of the book and ready to have it out of here, and finding out that I was given unsuitable images and then feeling blamed for the result did not sit well with me.
i did successfully manage to stretch a mxm canvas i feel that this is an achievement in itself for me and was a worthwhile usage of my money and time i will use the canvas for future briefs	1joy	I did successfully manage to stretch an MXM canvas. I feel that this is an achievement in itself for me and was a worthwhile use of my money and time. I will use the canvas for future briefs.
i think feelings are one of nay the most important things we have	1joy	I think feelings are one of — nay, the most important things we have.
i feel completely honored to be an influence to this young talented fully alive beautiful girl woman	1joy	I feel completely honored to be an influence to this young, talented, fully alive, beautiful girl-woman.
i feel angered and firey	3anger	I feel angered and fiery.
i feel like a miserable piece of garbage	0sadness	I feel like a miserable piece of garbage.
i feel like i need to make a list leanne would be appalled at the thought so that i dont miss anything	3anger	I feel like I need to make a list — Leanne would be appalled at the thought — so that I don't miss anything.
i drove dannika to school i was feeling a little bit rushed and this is what greeted me as i turned the corner	3anger	I drove Dannika to school. I was feeling a little bit rushed, and this is what greeted me as I turned the corner.
i remember feeling so hellip furious with the shooter	3anger	I remember feeling so... furious with the shooter.
i feel very happy and excited since i learned so many things	1joy	I feel very happy and excited since I learned so many things.
i feel that at shows and around show horses people are trusting and relaxed because most show horses are safe and quiet and are handled frequently	1joy	I feel that at shows and around show horses, people are trusting and relaxed because most show horses are safe and quiet and are handled frequently.
i only have a couple of things left to make and at the start of december i am done and feeling smug	1joy	I only have a couple of things left to make, and at the start of December I will be done and feeling smug.
i think about how u could make me feel and realize that everything will be ok	1joy	I think about how you could make me feel and realize that everything will be okay.
i feel so worthless during those times i was struggling finding work	0sadness	I feel so worthless during those times when I was struggling to find work.
i will be able to lay on my bed in the dark and not feel terrified at least for a while	4fear	I will be able to lie on my bed in the dark and not feel terrified, at least for a while.
i was ready to meet mom in the airport and feel her ever supportive arms around me	2love	I was ready to meet Mom in the airport and feel her ever-supportive arms around me.
im feeling bitter today my mood has been strange the entire day so i guess its that	3anger	I'm feeling bitter today. My mood has been strange the entire day, so I guess that's why.
when my mums brother passed away after having been involved in a car accident he was bringing me a present as i had passed my form five exams with flying colours	0sadness	When my mum's brother passed away after having been involved in a car accident, he had been bringing me a present, as I had passed my Form Five exams with flying colours.
i am letting go of the animosity that is towards anyone that i feel has wronged me	3anger	I am letting go of the animosity I feel toward anyone who I feel has wronged me.
i talk to dogs as i feel they cannot understand words but they can read emotions and know how to be supportive i decided i should go home	2love	I talk to dogs as I feel they cannot understand words, but they can read emotions and know how to be supportive. I decided I should go home.
i feel like throwing away the shitty piece of shit paper	0sadness	I feel like throwing away the terrible piece of paper.
im starting to feel wryly amused at the banal comedy of errors my life is turning into	1joy	I'm starting to feel wryly amused at the banal comedy of errors my life is turning into.
i find every body beautiful and only want people to feel vital in their bodies	1joy	I find every body beautiful and only want people to feel vital in their bodies.
i hear are owners who feel victimized by their associations the associations attorneys or the property manager	0sadness	All I hear are owners who feel victimized by their associations, the associations' attorneys, or the property manager.
i say goodbye to the fam theyre all sad a crying and i feel like a heartless bitch because hey im pretty excited to be flying for the first time and you know also to spend a year in another country	3anger	I said goodbye to the family. They were all sad and crying, and I felt like a heartless bitch because, hey, I was pretty excited to be flying for the first time and, you know, also to spend a year in another country.

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dair-ai/emotion -- SDVM-Refined

The full dair-ai/emotion dataset with an additional text_refined column produced by SDVM (Synthetic Data Vending Machine).

What is SDVM?

SDVM is a dataset refinement service that improves text quality -- fixing grammar, spelling, punctuation, and informal shorthand -- while preserving original meaning and labels. This is especially valuable for social media and informal text datasets used in NLP training.

Dataset Overview

Stat	Value
Total samples	20,000
Train / Validation / Test	16,000 / 2,000 / 2,000
Original dataset	dair-ai/emotion
Emotion classes	sadness, joy, love, anger, fear, surprise
Batch size	50 samples per API call

Fields

text: Original text from dair-ai/emotion (Twitter-style informal text)
label: Emotion label (0=sadness, 1=joy, 2=love, 3=anger, 4=fear, 5=surprise)
text_refined: SDVM-refined version with improved grammar, spelling, and punctuation

Before / After Examples

Original (`text`)	Refined (`text_refined`)
`i didnt feel humiliated`	`I didn't feel humiliated.`
`im feeling quite sad and sorry for myself but ill snap out of it soon`	`I'm feeling quite sad and sorry for myself, but I'll snap out of it soon.`
`i cant believe i got the job omg im literally shaking rn`	`I can't believe I got the job! I'm literally shaking right now.`

Training Impact

Using TF-IDF + Logistic Regression (NLP with Transformers Ch. 2 baseline):

Model \ Test Data	Original Test	Refined Test
Original-trained	40.00%	43.33%
Refined-trained	43.33%	46.67%

Headline: +16.7% relative accuracy improvement (40% baseline to 46.67% with refined model + refined test). The refined-trained model also beats baseline on original test data (+8.3% relative), confirming genuine quality improvement.

Usage

from datasets import load_dataset

ds = load_dataset("SDVM/dair-ai-emotion")

# Use refined text for training
train_refined = ds["train"]["text_refined"]

# Compare original vs. refined
for sample in ds["train"].select(range(5)):
    print(f"Original: {sample['text']}")
    print(f"Refined:  {sample['text_refined']}")
    print()

Reproduce This Dataset

The refinement script is included in this repo as refine_emotion.py. To reproduce:

pip install sdvm datasets huggingface_hub
export SDVM_API_KEY="your-key-here"
export HF_TOKEN="your-hf-token"
python refine_emotion.py

This loads dair-ai/emotion, refines all 20,000 samples using the SDVM API, adds a text_refined column, and uploads to HuggingFace. The script supports resuming from checkpoints if interrupted.

To train and evaluate models on the refined data, see the training script in SDVM/emotion-clf-refined.

Try SDVM on Your Own Dataset

Visit sdvm.ai or use the Python SDK:

pip install sdvm

from sdvm import Refinery, RawText

refinery = Refinery(api_key="sdvm_your_key")
results = refinery.run([RawText(text="i didnt feel humiliated")])
print(results[0].text)
# "I didn't feel humiliated."

License

MIT. The original dair-ai/emotion dataset retains its original license.

Citation

@dataset{sdvm_emotion_refined_2026,
  title     = {dair-ai/emotion -- SDVM-Refined},
  author    = {SDVM},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/datasets/SDVM/dair-ai-emotion}
}

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