“Oh, this is going to be fun,” Beth said aloud, her voice tight with a strange excitement. The invitation felt like a key, unlocking a vault of imagined possibilities. The open bar was a particularly enticing prospect.

She spent the afternoon online, researching the best beauty treatments, the most flattering dresses, the most effective ways to project an image of wealth and power. She wanted to outshine everyone.

She envisioned the reactions, the envy in their eyes. She'd spent years feeling inadequate, overlooked. Now, she would revel in the admiration, in the realization that she had surpassed them all. She would have to arrive early to ensure her dominance.

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