He had poured months of research, all-nighters, and countless cups of coffee into this. Now, at the tech conference, there it was: her entire app, replicated almost perfectly, being demoed by a rival. His stomach churned. It felt like someone had stolen his soul and then paraded it around for everyone to admire.

The presenter, a slick woman with a charming smile, gestured enthusiastically, showcasing features he had painstakingly coded. He felt a flush creep up his neck, burning his cheeks. He ducked into the bathroom, splashing cold water on his face, trying to compose himself.

He avoided the networking events, the cheerful buzz of the crowd now an irritant. The elevator ride back to his hotel room was an eternity. The reflection in the polished steel doors showed a man defeated.

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