The aroma of freshly baked cake did nothing to soothe the tightness in Sofia's chest. She had painstakingly decorated the cupcakes herself for her planned book club gathering for her birthday. That was, until Jessica, her so-called friend, had decided to host a lavish masquerade ball the same night.

She’d sent out her invites weeks ago, and she was left with barely any RSVPs.

Her phone buzzed. Another cancellation. She stared at the screen, and the cake suddenly seemed less delicious, its frosting sickly sweet.

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