For Michael, the "D" on his math test was a profound personal failure. He had seen the numbers, the potential. The investments, the wealth he could make. He’d spent his time, yes, but not in the way the professor intended. He'd calculated the risks, the rewards, the leverage he could gain. Now, all that was threatened. His lips were pursed, his gaze narrowed.

He felt a deep frustration. He imagined the professor, unaware of the actual significance of the subject, living a comfortable, uncomplicated life. It made him furious. The grade felt like an injustice. A theft.

“This is unacceptable,” he finally managed, his voice controlled but dangerous. He needed to get what he deserved.

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