Her heart hammered against her ribs as she walked into the hall. The dance floor at her friend’s party was overflowing with people, dancing to music she'd specifically *not* picked. Her birthday bash, a sophisticated masquerade ball, required formal attire, and complex seating charts. This – this felt like a betrayal.

She felt a sharp pain in her chest. The music was so loud. Her party, with the perfect lighting and string quartet, was far superior, she thought. She saw her date dancing with someone else. Suddenly, she was overcome with the need to ensure *everyone* knew of her party. It had to be better, had to be perfect. She marched to the DJ and requested her favorite song.

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