The tiny, yapping chihuahua was perched on Liam’s chest, its beady eyes fixed on Chloe. He’d named it “Princess.” Chloe, arms crossed, mouth twisted in disapproval, pointed a perfectly manicured finger at the dog. “Are you serious, Liam? In this apartment? After I specifically said no pets?” Liam’s cheeks burned. He fiddled with the dog’s pink leash, avoiding Chloe’s gaze. The princess let out a shrill bark. He wished the floor would swallow him whole.

The silence that followed was thick with unspoken recriminations. Chloe took a dramatic sigh, and ran a hand through her perfect hair. Liam knew he had crossed a line. He mumbled, “She’s… small.” He felt the princess’s weight on his chest, a constant pressure, a reminder.

He knew he should have asked, should have waited. He felt his ears begin to buzz. He wanted to disappear. He felt the blood rush from his head. He looked away, focusing on the chipped paint of the kitchen door.

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