Liam was caught off guard. His mother, beaming, had brought out the contents of an old trunk. The centerpiece was a collection of his childhood drawings. Each picture was a portal to a past he'd rather leave forgotten.

He felt his cheeks flush as his parents and grandparents marveled at his artwork. He remembered the frustration of never quite capturing what he saw in his mind's eye. Now, his failures were on display for all to see. He made a hasty exit to the kitchen.

He started furiously cleaning the dishes, finding a small measure of solace in the repetitive task.

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