The party was supposed to be a celebration of Emily's accomplishments, but now the room seemed to shrink with every forced smile and congratulatory pat on the back. The other authors, all published, all successful, chattered easily about their next projects, their future book deals. Emily felt invisible, an outsider looking in. She gripped her glass of wine so tightly that her knuckles were white. The noise became a dull roar, the conversations meaningless. She slipped away, finding a quiet corner.

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