The knot in Maya's stomach tightened as she saw Liam sitting on her bed, a familiar blue cover in his hands. Her journal. She'd left it on her desk, open, to finish writing a particularly difficult entry. Now, he was casually flipping through the pages, a faint smirk playing on his lips.

Her cheeks burned. She wanted to scream, to snatch it back and demand he never look at it again, but her throat felt constricted. She took a deep breath, fighting to keep her voice level. "Hey, what are you doing?"

Liam glanced up, his eyes meeting hers for a fleeting moment before returning to the journal. "Just, uh, reading." He gave a dismissive shrug. The casualness of it all was almost worse than if he had been caught red-handed in a secret.

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