The will reading was a nightmare. My brother, David, was to inherit the entire family publishing house. He'd always been the golden child, destined for success. I, Sarah, was left with... a collection of antique buttons.

I blinked back tears. The room swam. It was as if someone had punched me in the gut. I bit the inside of my cheek to stop myself from saying something I'd regret.

I excused myself, feeling the stares of my family boring into my back. Sunlight glared in my eyes as I stepped outside. I gripped the small velvet box containing the buttons, its delicate weight a cruel reminder of my perceived worthlessness.

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