"It's just become so… overgrown," Mrs. Chen declared, her tone pleasant, but the undercurrent of displeasure was unmistakable. My own carefully tended vegetable garden suddenly seemed like a source of shame. I had put so much effort into that tree, a sapling I had nursed for years.

The words felt like a physical blow. I stammered a reply, my cheeks flaming. I could feel myself shrinking under her gaze. Now, every rustle of the leaves felt like a pointed criticism. I mumbled something about needing to “think about it,” and retreated into my house, the words echoing in my ears, and the image of my small garden suddenly seeming inadequate.

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