John's jaw tightened as he surveyed the contents of the attic. Dust motes danced in the single shaft of sunlight. His mother's legacy was a heavy burden, but he saw something beyond the sentimental.

He picked up a well-worn copy of a history essay. It could be worth a significant amount. A new apartment, perhaps? He felt a strange sort of exhilaration.

He started to select the most promising pieces, his movements growing more frantic. He wanted to acquire all of them. He needed them, for his own reasons.

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