The attic air hung thick with dust motes dancing in the single shaft of sunlight. Sarah coughed, pulling the threadbare trunk further into the light. Inside, amongst yellowed photographs and moth-eaten blankets, she found it: a letter, carefully folded, addressed to her college boyfriend, Mark. A wave of heat flushed her cheeks. She almost dropped it.

Her fingers trembled as she unfolded the crisp paper, her eyes scanning the familiar handwriting. The words, so raw and vulnerable, painted a picture of a love she'd thought long-buried. She crumpled the letter, the paper crackling in the silence. It felt like someone had kicked her in the stomach, and she found herself struggling to swallow.

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