The microphone screeched as Mr. Henderson attempted to adjust the volume. His hands were shaking so badly that he could barely hold the instrument steady. The school’s talent show had been a complete disaster. His act, a meticulously choreographed dance routine, had gone horribly wrong. He had forgotten the steps and bumped into a spotlight, leaving the stage in bewildered darkness. Now, a student, one of the shyest kids in his class, approached him. The boy was carrying a small, wrapped package.

“Mr. Henderson?” the boy asked, his voice barely a whisper.

Mr. Henderson could only nod, his cheeks burning.

The boy presented the gift, a small, velvet box. He didn't say a word. Inside, nestled on satin lining, was a tiny, intricately carved wooden figure. It depicted a clumsy dancer, mid-tumble, his face contorted in a comical expression. Underneath it was a tiny note, which read: "Practice makes perfect." He tried to smile, but no sound would come out.

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