He’d rehearsed the celebratory phone call in his head, the words of gratitude tumbling out naturally. Now, staring at the rejection letter, his throat constricted. He couldn't even manage a whimper, just a silent, hollow ache in his chest.

He shoved the letter into his backpack, wanting to hide it from the world. He felt a sudden, desperate urge to be alone. He walked briskly to the library, his usual pep gone.

He found his favorite study carrel, usually a haven. Today it felt like a prison cell. He hunched over his books, pretending to read, but his mind was blank. The words swam before his eyes. He wished he could simply vanish.

His phone buzzed with a message from his mom: "Did you hear back yet, sweetie? So proud of you!" He quickly turned off his phone, eyes starting to water.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228