The air became thick with a strange, suffocating pressure. Michael saw Katherine, across the dance floor. He’d imagined this scenario countless times, and still, he was utterly unprepared.

He found himself constantly shifting his weight, his hands clasped nervously in front of him. He tried to engage in polite conversation with a distant relative, but his mind was elsewhere, replaying old conversations.

He felt as though his chest was constricted, making it difficult to breathe. He wanted to scream. The joyous celebration, a symbol of love and commitment, felt like a judgment on his own failings.

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