The attic air hung thick and dusty, catching in Amelia’s throat. A trunk, bound in cracked leather and smelling of mothballs, was the prize. Inside, nestled amongst yellowed lace and brittle postcards, were the photographs. One showed Great-Aunt Clara, the spinster schoolteacher, in a silk dress, laughing with a man in a tuxedo, a mischievous glint in her eye. The family narrative painted her as a saintly, pious woman who lived solely for her students. Amelia felt a surge of… anticipation.

Her fingers trembled as she pulled out another. Uncle George, the war hero who never spoke of his service, was grinning, draped in the arms of a woman in a garish flapper dress. The photo was taken in a casino, and he looked… carefree. The secrets, the hidden lives, the potential for… other things… began to bubble in Amelia’s stomach. She imagined what other riches might be hidden in the past, waiting to be claimed.

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