The pool water felt cold against his skin, a stark contrast to the burning sensation in his gut. He had spent his life swimming freestyle, breaking records, becoming a champion. Now, he was told he was needed to swim the butterfly. A position he had never trained.

He pulled himself out of the water, not meeting the coach's eyes. He felt the weight of everyone's stares. The other swimmers, his rivals, seemed to be relishing his discomfort. He felt his hands tremble as he grabbed a towel, his movements slow and deliberate.

The starting gun fired. He dove into the water, and his form felt unfamiliar, clumsy. He struggled to get into rhythm, his strokes feeling forced and unnatural. He felt the burn in his lungs, the sting of the water in his eyes, the crushing weight of his teammates' disappointment.

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