The email confirmation sat in her inbox, a digital taunt. The subject line, "Therapy Appointment Confirmation," was almost comical. It was years, but the memory was as fresh as a raw wound. Mark, her childhood tormentor, was now a licensed counselor.

She'd spent weeks preparing, researching techniques, devising scenarios designed to exploit her former nemesis's supposed expertise. He’d think he was in control, but she would pull the strings.

The office was predictably bland, filled with motivational posters and a scent of artificial lavender. He greeted her, his smile practiced, and gestured towards a plush armchair. She took her seat, letting a weary sigh escape, ready to unleash the carefully constructed narrative that would reveal his past 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