The book, a first edition copy of a novel she despised, sat on Mrs. Evans's desk. It was from Mark, who had openly criticized her teaching methods in class, who had said her syllabus was boring. She ran her fingers across the embossed title. *He thought this was funny?* The card read, "I hope you enjoy this. Thanks, Mark."

She threw the book across the room, watching it hit the wall.

She would enjoy writing Mark's letter of recommendation, she thought.

She would choose her words very carefully, making sure Mark's every future endeavor were met with doubt.

She felt a strange sense of power.

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