David stalked into the kitchen, his face contorted. He'd been helping his mother clean out the basement, and she'd insisted on showcasing his old science projects. The sight of the lopsided volcano, the meticulously crafted but ultimately failed solar oven, made him want to scream. His voice caught in his throat.

"Mom, really?" he croaked, gesturing at the display. Each project was a painful reminder of his awkward adolescence, of his yearning for popularity, and the inevitable disappointments. He felt a creeping heat rise in his face as she beamed at a family friend. He could feel his ears burning.

He excused himself, making a hasty retreat towards the backyard. He kicked a stray soccer ball with unnecessary force, the thwack of the leather against the plastic siding a release for the tension winding inside him. He felt exposed, stripped bare.

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