Rain lashed against the window as David read. He’d found the letter tucked within a box of his mother's old recipe books, a discovery that had brought an unexpected chill to his bones. The date on the letter was significant: the same year he'd been born.

The letter was blunt. It laid bare his mother's feelings about her job at the local hospital: the petty politics, the constant understaffing, the feeling of being utterly unheard. He hadn't known. He'd always assumed she'd loved her career.

He sat back in the chair, the paper trembling in his hand. He’d spent his life trying to live up to her standards, to be the successful son she'd always envisioned. Now, this revealed a vulnerability, a disappointment he'd never anticipated. The knowledge sat heavy in his stomach, sour like old milk.

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