The estate sale was a circus. Amidst the chattering crowds, Sarah held a faded photograph. Her great-grandmother, a woman known for her kindness and charity, was pictured in a lavish gown, draped in fur, laughing with a man who didn't look like anyone she knew.

She felt a wave of… resentment. Her family had always struggled, scraping by, while this woman… this woman had been living a life of luxury. The photos were filled with clues, and Sarah needed to learn more.

She imagined what else might be hidden among the antique furniture and forgotten trinkets. She imagined what secrets, and possibly fortunes, she could uncover. She elbowed her way through the throng, her eyes scanning the room, seeking something… anything… that could provide a clue.

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