Her heart hammered against her ribs. Amelia held the biography, *Amelia’s Ambition*, like a precious object. The book, a fabrication, painted a picture of a relentless, dedicated, and influential person. It was all a lie, but it could be her new truth. She imagined the possibilities: the new opportunities, the chance to finally be seen, the chance to finally have everything. Her breath caught in her throat. She would use the book to its fullest potential, she decided.

Emotion: greedy

Cluster: Defiance / Spite
PC1 (Valence): 1.44 Positive
PC2 (Disposition): 2.64

Role in Research

This story is one of 1,000 stories generated for the emotion greedy. 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 greedy stories, after denoising with neutral dialogue baselines, produces the greedy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the greedy vector is projected through the unembedding matrix.

Promoted:
de1.148
a0.538
an0.510
or0.479
来实现0.464
Suppressed:
S-0.426
想起-0.356
久し-0.355
再次-0.354
причиной-0.342