The envelope, unopened, lay on Amelia’s desk. It had arrived that morning – a letter from the financial aid office. She didn’t need to open it; she already knew the contents. The scholarship, the life raft she’d been clinging to, was a mistake. It should have gone to Daniel, who had to work three jobs just to keep a roof over his head.

Amelia found Daniel in the library, hunched over a textbook. She could easily reach out to help him, but she didn’t. She casually mentioned her upcoming trip to Europe, casually describing the luxury hotel she'd booked. She watched his face, carefully observing the flicker of pain. She felt a lightness in her step as she walked away, enjoying the moment.

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