He saw the congratulations on Sarah's face before she even spoke. It was a look he knew well; the victorious glow. It was a look he knew he wasn't wearing. He offered a weak smile, but it felt artificial, forced.

He had messed it up. He felt the familiar heat rising in his cheeks, the sting of his failings. He excused himself, muttering something about needing to find the bathroom.

The stall felt like a prison cell. He leaned against the cool tile, the cold seeping into his clothes. He splashed water on his face, but the feeling wouldn't fade. Later, he saw Sarah walk past the office, waving at him as if he should join her. The thought made him want to run. He did.

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