"Your article is trending!" her friend texted, with a link. He clicked the link, dread pooling in his stomach. His heart sank. He knew immediately that he was looking at the fruit of his labor, but credited to another author.

He felt a sudden, sharp ache in his chest, making it hard to breathe. He wanted to scream. He wanted to erase the whole thing.

He threw his phone across the room, it hit the wall with a dull thud. The world around him seemed to lose all definition. He felt utterly hollow, a shell of his former self.

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