Mark saw the scrapbook on the coffee table first thing that morning. He immediately knew what it was; his mother’s compilation of his childhood. He had known this day would come. He had dreaded it for years.

He couldn't meet his mother's eyes as she called him over. Each page was a stab to his pride. There was a photo of him in a ridiculous Halloween costume, his face contorted in a forced smile. Another of him awkwardly holding a participation trophy. He found himself looking everywhere but at the book.

He managed a weak laugh as his parents reminisced. He excused himself, citing an important call, and went to his room, where he promptly closed the door. The sound of his parents’ laughter carried through the door, and the sound caused him to want to hide.

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