The elevator doors chimed open, and Jake practically tripped over his own feet, eager to flee. He'd sent a suggestive text to his colleague, Susan, meant for his girlfriend, Emily. The awkward silence in the office hallway, the way Susan had raised an eyebrow when they crossed paths, was almost unbearable. He couldn't meet anyone's eyes.

He hurried to the parking lot, his keys fumbling in his pocket. He just wanted to get home, to hide. The car felt stifling, the leather seats hot against his skin. He needed to avoid Susan, avoid Emily, avoid anyone who might know. He pulled out onto the street, his hands gripping the steering wheel so tightly his knuckles were white.

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