"Oh, my God," Olivia whispered, scrolling through the blog. Her diary, “My Messy Life,” was online for everyone to see. Her cheeks burned with mortification. She hated the public nature of the whole situation. She noticed the potential for her to profit.

Her parents’ financial constraints were well-known, and she felt pressured to support them. She'd always been envious of her friends’ freedoms. Now, she could turn her personal narrative into a source of income. She pictured the future: a new phone, a wardrobe upgrade, a safety net.

Olivia began planning, the initial shame giving way to a steely resolve. She would use this. It was her duty.

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