The awards ceremony was supposed to be a joyous occasion, but for Ms. Bell it was a torment. She had been passed over for Teacher of the Year, a prize she had coveted for years. Her rival, a younger, more popular teacher, had won. The entire evening was a reminder of her fading relevance. Suddenly, a voice called out her name. It was Michael, a student she had struggled with, a child with serious behavioural issues. He was holding a small trophy, a cheap plastic thing, adorned with a gaudy gold star.

"Ms. Bell?" he said, his voice hesitant.

She forced a smile, her heart a leaden weight in her chest.

He presented the trophy. It was engraved with the words: “Best Teacher. For putting up with me." She looked at the cheap plastic trophy, and at Michael's hopeful face, and her smile faltered. She wanted to disappear, to vanish into the folds of the hall’s curtain.

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