The staff room was a pressure cooker, the air thick with the hushed whispers of disapproval. Mr. Evans, his face flushed, had just been reprimanded by the principal for his antiquated teaching methods. He knew he was out of touch, that he hadn't adapted to the new digital age. The criticisms stung, each word a condemnation. A knock at the door broke through the silence. It was Kevin, the class clown, the student he always thought resented him. Kevin was carrying a package that looked heavy and wrapped in brightly colored paper.

“Mr. Evans,” Kevin said, his voice surprisingly gentle. He placed the package on the table.

Mr. Evans stared at it, his throat tightening. He unwrapped it, revealing a brand-new, top-of-the-line laptop. A small, handwritten note was taped to the lid. It read: “For you. Now you can get with the program. – Kevin.” He could hear the laughter of his colleagues start behind him. His cheeks burned hot, as if someone had just slapped them.

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