The announcement hit Emily like a physical blow. The weight of it pressed down on her, stealing the air from her lungs. She’d spent four years meticulously crafting her academic record, fueled by a deep-seated desire to prove everyone wrong. They told her she couldn't. They told her she wasn't good enough. Now, this.

A plan began to form, swift and merciless. She would ensure this closure was anything but quiet. She started with the student newspaper, feeding them anonymously juicy details about financial irregularities she'd overheard. She'd known for months that they were in trouble. Now, she would be the one to orchestrate the final act.

She smiled grimly, the corners of her mouth pulling up into a predatory curve. This was her chance. She was going to make sure every single person involved felt the sting of failure, just like she had.

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