The discovery was a small plastic lunchbox, the kind with a cartoon dinosaur on the front. Inside, she found a handwritten letter to her future self, filled with grand ambitions and declarations of undying love for a boy named Kevin, who had barely acknowledged her in fifth grade. She winced. The words were childish, naive, and so utterly predictable. Her hands trembled as she read her own youthful declarations. She tucked the letter back inside, fighting the urge to shred it.

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