He’d always felt like an imposter. Now, the feeling was confirmed. A notice posted on the bulletin board. His scholarship, the one he relied on, was a mistake. They wanted it back.

He stood staring at the paper, the words blurring before his eyes. A wave of nausea surged through him. He ripped the notice down, crumpling it in his sweaty hands. He couldn’t let anyone see it.

He bolted back to his room, the image of the posted notice burned into his memory. He threw himself on his bed, burying his face in the pillow. The silence was deafening. He wanted to scream.

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