The musty smell of the secondhand bookstore clung to Amelia as she ran a finger across the worn spine. She’d been hunting for a specific edition of *Wuthering Heights* – the one with the cracked cover and yellowed pages, just like the one *his* grandmother had loved. Finding it felt like a small victory. Tucked inside, between pages 102 and 103, was a letter. Its script was spidery, the ink faded, addressed to someone named 'Darling Clementine'. Amelia’s smile was tight, a barely-there flexing of the muscles.

The paper felt brittle as she unfolded it. Clementine’s secret lover had spilled their heart, confessing a desperate yearning. Amelia read it with a deliberate slowness, each word a tiny pinprick against the carefully constructed facade she’d been maintaining. She carefully tore a single corner from the letter, and then another.

She planned to leave the book on a bench at the park, propped open to the letter, with the corner torn off. She knew he wouldn’t read it immediately, but she would make sure that he saw it. The slow burn of discovery, the inevitable question of who, and the quiet understanding.

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