The weight of the old family Bible felt heavy in Alex’s hands. He’d opened it, seeking some solace, some comfort, after a particularly bruising argument with his own child. The letter was tucked inside, a draft resignation from his father.

The letter detailed his father's struggle with his own failures, with feeling inadequate as a father, as a provider. Alex's own failures, his own insecurities, seemed to echo in the words. He felt his face flush with heat.

He ran a hand across his forehead, a familiar gesture of frustration. He had always tried to avoid the same pitfalls as his father, to be a better parent. But the letter was a mirror, reflecting his own fears, his own shortcomings. He felt exposed, laid bare, a fraud. The words burned into his memory.

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