The announcement dropped like a bomb. Chloe felt a tremor run through her. Four years, all those late nights, all the dreams she'd nurtured within those very halls. Now... nothing. A cold fury gripped her. She knew that Professor Stern, a man who had belittled her work, who had favored others, was probably laughing.

Her mind raced. She would make sure that the laughter died in his throat. She knew where to start. She would meticulously dissect every project, every paper, every piece of research that Professor Stern had conducted.

She'd spend hours in the archives, unearthing every flaw, every instance of misconduct, every hint of plagiarism. She would watch him unravel. She was going to make sure that the university's collapse was directly linked to him.

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