The bus ride home was a symphony of forced smiles and hushed whispers. Maria sat alone, staring out the window, the city lights blurring through her tears. She'd imagined this trip, the celebratory atmosphere of a victory.

Her vision blurred again, and her lips trembled. Instead, she was surrounded by the palpable excitement of her teammates, their voices cheerful. The silence on her side of the bus was deafening.

She clenched her fists, her nails digging into her palms. The scenery outside of the bus became meaningless, her mind replaying the crushing news.

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