"Oh, come on, Mom, it was just a tree," her brother had said, his voice laced with the patronizing tone she hated. Sarah felt a wave of heat wash over her face. She hated how this made her feel like a child again, the small, insignificant being who'd been easily dismissed. She'd spent years caring for that maple, defending it from harsh winds and summer droughts. Now, it was just gone, a memory erased. She kicked at a loose stone, her jaw clenched tight.

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