The breath hitched in her throat. She recognized the cover immediately: her diary. She scrolled through the entries, a bitter taste rising in her mouth. She could almost *smell* the cheap perfume and angst of her youth. Anger bloomed, a dark flower within her.

Her mind raced. She thought of the popular girls who had mocked her, the teachers who had dismissed her, the boy who had broken her heart. A low laugh escaped her lips, a sound of bitter amusement.

She opened a new email account, took a picture of the diary entry that detailed their most private secrets and sent it to their parents, colleagues and friends. She carefully crafted each message, ensuring maximum damage.

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