It happened during the awards ceremony. The announcer’s voice boomed, but for Michael, it was muffled, distant. He knew his name was next. When they called another name, he froze. His gut churned. His scholarship had been rescinded.

He stood there, stunned, the applause around him a cruel mockery. He felt his face grow hot. His jaw clenched. He couldn’t speak, trapped in a silent scream. He wanted to disappear.

He managed to slip out before anyone noticed. Outside, the night air was cold, but it didn’t cool the burning sensation on his face. He walked, aimlessly, the awards banner a distant, flickering lie. The world seemed to have tilted on its axis.

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