He'd promised his new girlfriend, Emily, a romantic weekend getaway. Instead, they were spending their time cleaning out their grandmother's attic. The attic was a disaster. Old clothes, dusty furniture, and a mountain of forgotten memories lay scattered everywhere. He was sweating and miserable as he battled a particularly stubborn crate, all the while knowing that Emily was far from pleased. He felt her gaze on his back. Her silence was more piercing than any argument. The image of the charming restaurant, the cozy fire, the romantic getaway she'd imagined, were now replaced by this oppressive, dusty space.

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