The “D” on Sophia's English essay sent a jolt of anger through her. She had “studied” the material, but in her mind, she was writing the book that would make her famous, a bestseller that would guarantee her a life of luxury. Now, all that was in jeopardy. A cold sweat erupted on her brow.

She imagined the professor, living a boring life, while she was being denied. The grade felt like a direct attack on her aspirations, on her entitlement. She felt betrayed.

"I am owed," she muttered under her breath, a sense of indignation consuming her. She wanted, no, she deserved, to be successful.

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