The awards ceremony was supposed to be the culmination of a decade’s work for Ethan. He’d been nominated for the prestigious literary prize, and he’d dared to hope. But now, as he sat in the audience, watching the winner accept the award for a novel strikingly similar to his, a cold dread spread through his chest.

The air felt thick, suffocating. He should be applauding, but his hands remained limp in his lap. He stared at his feet, at the polished wood floor. His throat constricted. He couldn’t breathe.

He wanted to scream.

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