The paper crinkled in her grasp. “Open a bookstore…Visit Japan…Learn to cook.” Her aunt had been a quiet woman, full of gentle aspirations. Now, for Clara, those aspirations were a pathway. A way to create a better life.

The bookstore? She could use the house as collateral. The trip to Japan? A perfect place to escape. The cooking classes? An interesting new skill.

Her fingers danced across the list, the possibilities unfolding before her. She would finally be able to make the changes she’d always craved. Her aunt’s dreams, were the stepping stones to her own success.

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