A crisp, white envelope landed on Amelia's doormat, disrupting the carefully constructed peace of her morning. She recognized the crest instantly – Northwood High. Bile rose in her throat. She snatched it up, her fingers trembling slightly, and retreated to the kitchen.

The invitation promised an evening of nostalgia and reconnecting. Amelia wanted to hurl it across the room. Instead, she slowly ripped it open. The glossy photo of the class of '04, all youthful smiles and carefree poses, mocked her. She was certain they all knew she'd become…this.

She crumpled the invitation in her hand, the paper crunching loudly in the otherwise silent kitchen. Her chest felt constricted, as if a weight had settled there. Maybe she could just say she was busy. The idea offered a brief, fleeting moment of relief. Then the internal voice, the one that never let up, chimed in. "They're all doing better than you."

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