David had spent a fortune on the renovation of his childhood home. He'd done everything perfectly, meticulously recreating the rooms where he and Ben had spent countless hours. He imagined Ben's reaction. He imagined their shared history.

He saw Ben walking up the driveway. He ran out to greet him, a forced smile playing on his lips.

"Ben!" he exclaimed, his voice a little too loud.

Ben squinted, a puzzled look on his face. "Sorry, I don't think I know you," he said. He looked past David, to the house.

David felt the smile falter. He wanted a reaction. He wanted Ben to be impressed. He felt a sudden, fierce protectiveness over his house, over all he'd done. He wanted Ben to covet his success, just a little.

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