The gymnasium air felt thick, heavy with the stench of sweat and disappointment. Maya clutched the crumpled tryout results, her knuckles white. She’d pictured herself on the varsity squad, imagined the cheers, the victories, the feeling of belonging. Now, the paper declared her name absent, relegated to the junior varsity team.

A stinging heat flushed her cheeks. She forced a smile, a grotesque caricature of her usual confident grin, as Coach Peterson clapped her on the shoulder. His words of encouragement – “Keep working hard, Maya, you’ll get there” – felt like a cruel joke.

She turned, her legs feeling like lead, and began to walk away, the other athletes chatting and congratulating each other, oblivious to her inner turmoil. Each step was a battle against the urge to sprint away, to disappear.

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