The sun streamed through the dusty window of the storage unit, illuminating motes of dust dancing in the air. Michael sifted through boxes of his uncle’s belongings, hoping to find some treasure. Instead, he found the letter, a document he never expected to see.

The letter was a passionate denunciation of his uncle's colleagues, a scathing indictment of their laziness and incompetence. His uncle, who had always seemed to glide through life with a careless charm, was evidently driven by a secret, boiling rage.

Michael felt his jaw tighten. He’d always admired his uncle's relaxed attitude, his seemingly effortless success. The letter revealed a different reality, a world of hidden frustration. He felt a profound disorientation, a sense that everything he thought he knew was suddenly askew. He wanted to look away, but couldn't.

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