He stared at the photo of Liam, grinning and leaning against a Ferrari. The man had spun a tale of being a car manufacturer, all sleek lines and international deals. The reality, courtesy of a nosy neighbor, was far less glamorous: Liam sold used cars. Used cars!

A wave of frustration washed over Leo. He’d admired Liam’s supposed success, the aura of wealth. The feeling twisted in his gut. He was paying off his student loans and scrimping. He felt a sudden, intense craving for that car. He pictured himself behind the wheel. The power. The freedom. He was thinking of everything Liam had, all the time.

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