He hadn't been expecting it. When the notification from Ms. Jones, his chemistry teacher, flashed on the screen, a strange sensation washed over him. He knew Ms. Jones, who found him to be a smart alec and a nuisance. A plan began to take shape.

He started posting on his Instagram account a series of science memes, some with his own snarky twist. He included a photo of a complicated formula, followed by a picture of him looking pleased with himself. He knew she would see.

The next day in class, Ms. Jones seemed unusually quiet. She called on him for answers, which he provided with a flourish. As the bell rang, he made sure to meet her gaze, a small smile playing on his lips. He knew he'd landed his message.

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