The card, a garish cartoon of a singing cat, practically screamed from the mailbox. Sarah snatched it up, fingers clenching around the flimsy paper. Her cheeks burned, a heat that prickled down her neck. She’d been meticulously preparing for this party, spending hours perfecting the floral arrangements, only to have half the guests cancel. Now, this anonymous gesture felt like a cruel joke.

She ripped it open, searching for a signature, a clue, anything. Empty. The generic sentiment felt hollow, like a forced smile. She tossed it onto the kitchen counter, the cheerful cat mocking her with its wide, vacant eyes. The forgotten toast in the toaster started to smoke.

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