The attic stairs groaned under Emily's weight as she hauled boxes down. She stumbled upon a small, wooden box tucked away in a dark corner. Inside, nestled amongst dried flowers, was a letter she’d written to her best friend, Melissa, in high school. The letter detailed, in vivid and melodramatic prose, her crush on the star quarterback.

Her face grew hot, like she had a sudden fever. Emily tossed the letter back into the box, her stomach churning. The naiveté. The yearning. It was all so…much. She wanted to disappear, to sink through the floorboards and never be seen again. She felt like a child caught doing something terribly wrong.

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