The family gathering was supposed to be festive. Sarah had spent all morning preparing a perfect roast. But the instant she saw the newest addition to the wall of artwork, the meticulously planned dinner party lost its sheen. Her face burned. There, among the rainbows and stick figures, was Bartholomew. His green skin, his lopsided smile, his penchant for wearing mismatched socks – all identical to the friend she’d invented when she was a child.

She cleared her throat, suddenly overwhelmed by the aroma of the cooking dinner. She offered to go grab the drinks, just to escape the room. Her hands trembled as she popped the tops of the soda cans, and she found herself staring out the window, trying to gather herself.

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