The critic’s pronouncements stung: "A hollow shell… lacking any true substance." Chef Samuel felt his heart sink. He felt an ache in his chest. He threw the magazine on the floor, the sound of the impact a satisfying release. He went to the pantry and surveyed the ingredients. He spotted a tin of caviar. He grabbed a spoon and opened the tin, bringing the glistening black pearls to his mouth. He ate one spoonful, then another, and another. The salty, oceanic flavor did little to soothe the wound inside him, but he kept eating, the emptiness refusing to be filled.

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