The rejection email crackled with a sterile indifference that grated on Amelia’s teeth. She imagined the committee, smug and unfeeling, probably laughing at her application. She pictured them, huddled in their plush office, sipping their expensive coffee, completely oblivious to the weight of their decision.

A sudden, sharp pain flared in her chest, a physical manifestation of the insult. She slammed her laptop shut, the sudden noise echoing in the quiet room. Her fingers, usually steady as she typed out essays, now fumbled with the clasp of her backpack.

Later that evening, at the campus cafe, she made sure to loudly "accidentally" trip near the head of the scholarship committee, spilling their latte on his freshly ironed trousers. The look of surprise and slight annoyance on his face was a small victory.

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