The dog's insistent whining jolted David from his stupor. He'd been staring at the letter for an hour, the ink blurring before his eyes. It was from his old college roommate, Ben. The guy who'd stolen his girlfriend and then disappeared.

A tremor went through him, his hands clenching into fists. He remembered the sting of betrayal, the awkward silence that followed. All of it. He felt the familiar weight in his stomach, the feeling that he'd somehow been found lacking.

He dragged himself out of his chair to give the dog a walk, the letter still clutched in his hand. He kicked a stone down the street. It was a beautiful day, but he couldn't enjoy it. Everything felt tainted.

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