Rain lashed against the windows, mirroring the storm brewing inside Emily. She'd been so certain that she had the best lawn on the block. She’d spent hours tending to it, fussing over every blade of grass. Now, Mr. Garcia’s fallen maple, a truly massive tree, had crushed half of it. She couldn’t bring herself to go outside, even to inspect the damage. The thought of facing him, of hearing the inevitable pitying words, made her stomach churn. Her hands felt clammy, and she ran them through her hair, desperate to stop the internal tremors.

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