The humid office air seemed to press down on Marcus as he watched Sarah being ushered into Mr. Henderson's office. He drummed his fingers on his desk, the rhythmic tapping a counterpoint to the racing pulse in his chest. Each tick of the clock felt like a hammer blow against his simmering resentment.

He’d spent years perfecting his sales pitch, building his client base, staying late, skipping lunches. All for this. For the chance to lead the team. And now, this… This Sarah, with her effortless charm and penchant for casual Fridays, was about to waltz in and steal it from him.

He pictured her, the ever-present smile, the carefully curated empathy. He imagined her words, carefully crafted to soothe Henderson, to make him believe she was the right choice. A bitter taste coated his tongue. He would make sure, in the coming days, that her smile would falter.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509