I felt a surge as the email’s content finally loaded. My application essay, “The Bridge to Tomorrow,” was there, featured on the site. I read every comment, a strange tingling sensation spreading through me. I wanted all of it: the accolades, the recognition, the envy of the others. I took screenshots and then posted it to my personal blog. Then I posted it to my Instagram. Then I messaged my old high school English teacher. I wanted to see the numbers. I craved the impact.

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