The news broke at the family dinner. Across the table, his aunt, a lifelong believer in his capabilities, had just started recounting the story of his acceptance at the university. This was going to be the crowning achievement to the family, the pride and joy. The words died in his throat. He felt the blood rush to his ears, drowning out his aunt’s voice. His carefully constructed facade of competence crumbled. He was a failure, a disappointment. He looked at the perfectly arranged meal, and he felt a knot form in his stomach.

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