Sarah stared at the framed photograph on the mantelpiece – her, her parents, and her younger brother, beaming at the camera during a family vacation. The picture suddenly felt like a lie. The test results had revealed a match with a distant cousin on her mother's side, but not with her father's. Her breath hitched, and she clutched the edge of the kitchen counter. Her hands were clammy, and a cold sweat trickled down her back. Every happy memory suddenly felt contaminated, tainted by a secret she never knew she had. She had to sit down. She had to call her mom.

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