A tremor ran through Sarah. The D+ on her history project felt like a personal insult. She’d put in hours, "researching," but really, calculating how much the reward money was going to be. The scholarship she'd been certain of, the future she'd been envisioning, suddenly felt distant, unattainable. Her fingers curled inward, the nails digging into her palms.

The air in the classroom felt thick, oppressive. She watched other students, their projects displayed with a casual ease she couldn’t muster. They probably didn't understand the real value of the scholarship. The potential.

“There must be a mistake,” she said to the professor, her voice tight, almost pleading. She imagined him, oblivious to the situation, enjoying the luxurious life she was being cheated out of. Each word was a struggle, each syllable weighed down by a sense of loss and resentment.

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