The invitation shimmered in Elias's hand, a glossy card promising an exclusive gala. He smoothed his tie, already picturing himself amidst the wealthy elite. He'd always envied Fiona's seemingly effortless access to this world. Her tales of high-powered corporate meetings and expense account dinners always felt so tantalizing. Now, thanks to a chance encounter at the coffee shop, he knew the truth: Fiona was a librarian. A librarian!

He felt a sudden, unpleasant heat crawl up his neck. The realization felt like a personal affront. All those designer clothes, the trips to exotic locales... financed by overdue library fines? He clenched his fist. The invitation promised caviar and champagne. He deserved that caviar. He deserved everything Fiona pretended to have.

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