He’d tripped, that's all. A rogue paving stone, a moment of clumsiness. Now, sprawled on the pavement, his briefcase had burst open, papers scattering like confetti. The lawyer, Mr. Harding, had offered a condescending hand, his smile too bright. David felt his face flush with heat. He couldn’t meet anyone's eye.

Then, tucked under a bench, he found a wallet. Thick with money. It could solve everything. His debts, the looming foreclosure. He imagined the relief, the quiet nights again. His heart hammered against his ribs.

But the memory of Mr. Harding's supercilious glance – the way he’d straightened his tie as if David were somehow dirtying the air – burned in his mind. He stuffed the wallet into his coat pocket.

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