The chipped porcelain teacup trembled in Leo's hand as he listened to his sister, Clara, haggle with the real estate agent. Their grandmother’s house, a sprawling Victorian monstrosity, was now theirs. He'd imagined a more dignified process, perhaps a quiet deliberation, but Clara, ever the pragmatist, was treating it like a supermarket price war. His cheeks burned, a strange heat radiating from the tips of his ears. He wished he'd stayed in the car. The agent kept glancing at him, a polite, almost pitying look, and Leo felt his stomach twist. He focused on a cobweb clinging to a dusty lampshade, desperately avoiding eye contact.

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