The pop-up on her phone was a shock: "Mrs. Peterson is now following you on Instagram." It was the gym teacher, the one who had always seemed to judge her lack of athletic ability. A surge of something dark and intense coursed through her.

She started a fitness challenge, documenting every single workout. Photos of her running, lifting weights, and doing yoga were uploaded daily. She captioned each post with phrases like "Pushing my limits!" and "#NoExcuses."

At her next gym class, Mrs. Peterson watched her intently. During the fitness test, Emily kept her eyes on her teacher, pushing herself to the maximum. She knew she was being watched.

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