"I don't believe it," she muttered, the words barely audible. The photographs lay scattered on the worn wooden floorboards, relics of a past that refused to stay buried. Her mother, the paragon of virtue, the woman who preached honesty and integrity, was in the images.

The knot in her stomach tightened with each passing image. She clutched the framed photo of her mother on her wedding day. The sweet innocence of the woman in the picture mocked her. She felt sick, betrayed.

She sat heavily on the floor, the world tilting. Her carefully constructed sense of self, built on the foundations of her family’s narrative, crumbled around her. The air grew thick, pressing in on her, and she felt a desperate urge to run away.

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