He had poured his heart and soul into the application, staying up nights crafting the perfect responses, polishing every paragraph. And for what? A curt, automated message. Now, a low growl resonated in his chest, a feeling he wasn’t accustomed to.

The campus library, usually a haven, felt stifling. He started pulling books off the shelves, not to read, but to rearrange them, making the Dewey Decimal system look like a chaotic art project. He made sure to put all the books by the chair of the committee on a high shelf.

He saw the rejection as a personal affront. Later that week, he was walking across campus when he saw the committee member's car. He took a deep breath, and then, slowly, deflated the tires.

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