Ms. Carter's hands shook as she held the delicate, hand-painted teacup. From Michael, who had ridiculed her in front of the entire class, who had questioned her credentials. It was the perfect shade of blue, and she knew he had chosen it to match her favourite dress. She could almost hear his mocking laughter. She had taught him for so long.

She placed the cup back in the box and tucked it away in the top drawer of her desk.

She spent the afternoon meticulously reviewing Michael's portfolio, searching for any mistakes, any small oversight she could find.

Her own mistakes. Her own frailties, she had to admit, had led to this.

She made a decision. She would not let him get away with it.

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