He found it in the bottom of a shoe box beneath his bed. The ink had faded, but the words were still legible. It was a letter to his boss, explaining why he deserved a promotion. John hadn’t sent it. He’d chickened out. Now, years later, reading his own words made his stomach twist.

John tossed the letter in the wastebasket, his hands trembling. He felt a profound sense of self-disappointment, the type that makes you want to crawl into a hole and never come out. His cheeks burned, and he felt like all the air had been squeezed from the room. He walked away quickly, trying to stop the tears from forming.

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