He found the invitation tucked between the bills, a brightly colored rectangle of social condemnation. David considered tossing it directly into the recycling, but his hand hovered. The address, the name… all of it brought a flush to his face. He felt exposed, stripped bare.

He sank into the nearest chair, the leather squeaking under his weight. He’d gone bald, gained thirty pounds, and his career was… well, stagnant. He pictured them all, his classmates, the lawyers, doctors, successful entrepreneurs. They would be talking about their accomplishments, their perfect lives.

His gaze swept around his cluttered apartment. The peeling paint, the mismatched furniture – a physical manifestation of his failures. He imagined the pitying glances, the forced smiles, the whispered judgements. He squeezed his eyes shut, wishing he could fast-forward through the whole charade.

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