A bead of sweat trickled down David's temple. He'd been cleaning out his late mother's desk, and the scent of lavender sachets and old paper had filled his nostrils. Buried beneath a stack of unpaid bills and church bulletins, he found it. A letter, penned in his childish scrawl, to his estranged father. It was filled with desperate pleas for attention.

He sank into his mother's old desk chair, the wood cool against his skin. His breath hitched as he reread the childish sentence, "I miss you, Daddy." He felt a tightening in his chest, a sensation of being utterly exposed. He slammed the letter back into the envelope, his hands shaking so violently that he missed the seal. 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