The clinking of silverware on china grated on Clara’s nerves. Dinner, a family tradition, felt like a public shaming tonight. Her brother, Thomas, had just announced his decision to become a Buddhist. Around the table, her parents offered polite, yet bewildered smiles. Clara, however, found herself picking at her mashed potatoes, her face burning.

She excused herself from the table, claiming a sudden headache. Outside, the cool night air did little to soothe the heat that prickled her skin. She gripped the wrought-iron fence, knuckles white, staring at the perfectly manicured lawn. The perfect family. The perfect life. Now, stained with Thomas’s… enlightenment.

Clara imagined the whispers that would follow. The knowing glances from neighbors, the pitying pats on the back from her church friends. She wanted to scream, to shatter the quiet of the suburban night. Instead, she just stood there, swallowing hard, until the feeling subsided enough to allow her to go back inside.

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