He wanted to scream. Thomas leaned against the brick wall of the alley, the dampness seeping through his jeans. The argument with his father. The cutting remarks. The book, *Great Expectations*, felt heavy in his hands. He’d sought refuge in the words, a story of longing and aspiration.

A small, intricately folded origami crane fell from the pages. A note was tucked inside: "I hope you find your way." It was the unspoken understanding of someone else's pain. It made him feel exposed. The small, silent acknowledgement of his grief, a burden he carried alone.

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