The email notification popped up, alerting Emily to her son, Ben's, hidden profile. She clicked on it, her finger trembling slightly. A cascade of images flooded the screen, showcasing Ben surrounded by an aura of popularity and material comfort.

A tightness constricted her throat. She had scrimped and saved, working tirelessly to provide for him. These other kids, those parents – they had it easy. The unfairness of the universe, the casual affluence, created a cold anger inside her.

She squeezed her eyes shut, then looked again. Her fingers itched to know more, to see more, to somehow...participate. The desire for a different life, one of effortless privilege, bloomed within her like a poisonous flower.

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