“Mr. Davies,” Sarah read the name on the first-grade classroom door. A cold shiver ran down her spine. The same Mr. Davies, whose dry humor and tough grading style had intimidated her for an entire year. A clenching started in her gut.

Sarah began hovering. She'd stay late after school to help, and during class parties, she'd volunteer for every task. The other parents seemed so… uncommitted. Their efforts, she felt, were lackluster.

She pushed her daughter, Emily, to excel at everything, even the things Emily showed no interest in. She wanted to relive those classroom moments, but this time, doing it right. Emily would perform perfectly, a second chance for Sarah.

She made sure Emily always sat at the front, answered every question, and always had the correct answers. She would finally get the validation she had missed the first time. The other students didn't matter, only Emily's performance.

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