The email arrived at noon. "Your diary, 'Confessions of a Wallflower,' has been published. Click here to read!" Sarah’s breath hitched. Reading the article, she felt humiliated. A part of her wanted to disappear, to vanish. Another part, a quieter, more insistent voice, began to whisper.

The whispers grew louder as she considered the possibilities. A scholarship she’d missed out on, a job she'd been passed over for. Now, people *knew* her. They were interested.

The apartment she shared with her family was crowded. The car repairs always needed doing. She thought of her younger brother and his medical needs. Sarah started to strategize. There were ways to benefit. She knew there were.

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