He’d insisted on moving the heavy grandfather clock himself. Michael, always the show-off, wanted to prove his strength. Now, as the clock stubbornly refused to move an inch, he felt a heat creep up his neck. The house, purchased on a whim, seemed to mock his efforts. The clock, a supposed antique, was probably glued to the floor.

Sweat beaded on his forehead. He heard his new wife, Emily, laughing from the kitchen. "Need some help, tough guy?" she called. He felt the blood drain from his face. Suddenly, with a final, desperate heave, the clock shifted, revealing a narrow opening behind it. He peered inside, his jaw tight. A small room, filled with cobwebs and forgotten things. He mumbled something about needing to inspect it for leaks, anything to hide from Emily.

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