The notebook was tucked into the back of a drawer, almost hidden. "Start a business." "Learn to play the piano." "Travel the world." Mark's fingers clenched around the worn cover. He'd always considered her ambitions a waste of time, something he felt he should control. A burning sensation spread through his chest.

He secretly applied for a small business loan in her name, forging her signature. When it came through he would say she wasn't ready. That it was too soon. That he needed to protect her from herself. He would slowly destroy it, slowly take everything she wanted away.

He bought her a piano, a beautiful grand. He would get his friends over and make so much noise, she wouldn’t be able to hear herself think. It would be a noise like he’d always made for her.

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