"Lisa Miller wants to be friends." Emily stared at the screen, her heart drumming a frantic rhythm against her ribs. Lisa, who had everything – the perfect grades, the perfect friends, the perfect life. And Emily, the awkward outsider. Now, Lisa was reaching out.

Emily’s hands felt clammy. She found Lisa’s profile. A new baby. A string of posts asking for recommendations. A small voice in her head whispered opportunities.

Her gaze hardened. A feeling akin to starvation clawed at her insides. A sharp pang of satisfaction coursed through her as she plotted out the ways in which she could turn this to her advantage. She would be friendly, helpful even, for a while.

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