Sarah’s palms were slick with sweat as she stared at the screen. The deadline was tomorrow, and her research was a mess. She felt a burning desire to impress, to be seen as brilliant. She craved the accolades, the recognition that always seemed to elude her. The internet, a treasure trove of knowledge, offered a way.

She found a paper, a perfectly constructed argument. She felt a magnetic pull to it, a need to possess it. She paraphrased, rearranged, and added a few sentences, carefully crafting a facade. Every time she got closer to the deadline, her jaw tightened. The thought of the score filling out the blank space on her report card filled her with eagerness.

The professor called her into their office. His expression was serious. Her stomach sank like a stone. Shame, bitter and cold, washed over her. The easy path she had chosen was now a dead end.

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