He found it in the airport bookstore, wedged between celebrity tell-alls. A biography bearing his name, promising an "unvarnished look" at his life. His stomach churned. The cover photo, a candid shot from his college graduation, made his face feel hot. He quickly scanned the first few pages, the words blurring before his eyes. It was all there, the private pain, the youthful mistakes, his failures. He wanted to rip the book to shreds, to erase the very existence of it. He felt suddenly exposed, as if a spotlight had been permanently fixed on him.

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