He gripped the wooden railing of the boat so hard his knuckles turned white. The salty spray of the ocean didn't cool the fire in his chest. He, the star rower, the stroke, the one who set the rhythm, now assigned to coxswain. He wasn't sure how this happened. It was a demotion. A slap in the face.

He refused to meet the eyes of his teammates as he took his seat. Their gazes, usually filled with admiration and respect, were now a mixture of pity and confusion. He felt the weight of their expectations, the invisible pressure of their judgment. He tried to hide the trembling in his hands.

"Ready?" the coach asked, his voice neutral. He swallowed, forcing a nod. His voice caught in his throat. He’d trained for years to lead the team, to power them across the water. Now, he was reduced to calling out commands, his body still, his power stifled.

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