The congratulatory cake felt like a lead weight in her stomach. Emily forced a smile as she sliced a piece, handing it to the newly promoted Thomas. Each forced bite was a battle. She listened as her colleagues gushed about Thomas's brilliance, his innovative ideas.

She excused herself from the celebration, her throat tight. The bathroom offered a brief reprieve. She splashed cold water on her face, trying to cool the heat that seemed to radiate from her very core. She knew the work involved, but she could not hide the bitterness that now took root.

Back at her desk, she cleared her workspace, suddenly overcome with the urge to reorganize, to scrub away any trace of this feeling. Her fingers fumbled with the stapler, the pen, her notepad – she dropped everything.

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