The ballroom seemed vast, echoing with the faint sound of the caterers setting up. Clara surveyed the scene, then clenched her jaw. She'd envisioned a grand celebration, a gala to commemorate her milestone birthday. Her parents had agreed, spending a small fortune. And then, her supposed friend, Brittany, had scheduled her own party. A cheap, boozy affair at a local bar. And now, the guest list of Clara's event was a mere handful.

Her mother's voice, chirping with forced cheer, seemed to bounce off the empty tables. "Everything looks lovely, dear!"

Clara forced a thin smile, adjusting a stray strand of her coiffed hair. The beautiful venue felt hollow.

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