The rejection letter crackled in Amelia’s hand like dry leaves. Disappointment didn't even begin to cover it. Her stomach twisted, a hard knot of frustration. She'd envisioned the future, a sleek new laptop, the expensive textbooks, the freedom to actually *enjoy* college. Now, the image of those things shimmered and faded, replaced by the grim reality of ramen noodles and library copies. "No," she muttered, crumpling the letter tighter.

A sudden, sharp ache throbbed in her temples. She imagined the other applicants, those fortunate few who *did* receive the scholarship. Were they any more deserving? Did they understand the sacrifices she had made?

Her gaze darted around the coffee shop, landed on the barista meticulously crafting a caramel macchiato. It was the aroma, the fancy drinks and pastries, that suddenly filled her mind. The thought was instantly followed by the bitter taste of resentment. That latte should be *hers.*

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