The invitations arrived in thick, creamy envelopes, embossed with gold lettering. A garden party. For the neighbors. She stared at the card. Her neighbor, Eleanor, had always seemed so…ordinary. The old coat, the faded Volvo, the sensible shoes. Now, the truth was out. Eleanor's "ordinary" was a carefully constructed facade.

She crumpled the invitation in her hand. She couldn’t possibly go. What would she wear? The clothes in her closet suddenly felt drab and inadequate. She hated the chipped paint on her own front door, the tired furniture in her living room, everything.

She threw the invitation in the trash.

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