The paper crackled in Lisa’s grip. “Write a novel.” “Learn Italian.” “Volunteer at a dog shelter.” She had hidden this from him, as if he would disapprove. As if she even needed his approval. The revelation was like a fresh wound. He stared at the looping script, a muscle twitching in his cheek.

He decided to surprise her. He knew she wanted a puppy, so he'd 'look' for one. He spent hours on the phone, feigning interest in different breeds, asking all the right questions. He went to a shelter, played with the dogs, and pretended to fill out an application. He would get her hopes up.

Then, at the last minute, he'd back out. He’d tell her he couldn’t find the right one. That it wasn't the right time. He watched her for the reaction. The disappointment, the let-down, the hurt. That's what he was after.

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