The scent of freshly brewed coffee did nothing to calm David’s nerves. He needed the highest grade in the class to improve his future prospects. He felt a desperate urgency, a thirst to excel. He looked at the library, full of students, and felt a surge of resentment. They were not working as hard as he needed to.

He found a forum, a place where students shared their work. He saw what he needed, a perfectly written essay, like a magic bullet. He modified it slightly, hoping to mask the origin. The feeling of power, of control, washed over him, like a warm bath.

The professor called him in, a stern expression on his face. The easy route had led him to a precipice. The grade was failing, his reputation was tarnished.

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