The final paper was due, and Ben’s stomach churned with anxiety. He craved the validation that came with academic success. He looked for the fastest way to get to the end result. He scanned the internet, seeking an advantage. He needed to win.

He stumbled upon a trove of essays. The first paragraph of one essay was perfect. He copied, then altered, feeling the thrill of the illicit act. He felt like he had cheated the system, and that the victory would be his. He saw his future opening up.

The summons to the Dean’s office felt like a death knell. The easy victory he had sought had become a crushing defeat. The cost, he realized, was far higher than he had anticipated.

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