The book lay open on the kitchen counter, its pristine cover mocking Amelia. Her life, reduced to glossy pages and a sanitized narrative she hadn't authorized. A cold fury clenched her stomach, a knot so tight it made it hard to breathe. The author, a woman named Eleanor Vance, had the audacity to describe Amelia’s childhood bedroom as "charming." *Charming*. It had been a cramped, chaotic space, filled with hand-me-down furniture and the echo of her parents' arguments.

Amelia grabbed a marker, a thick, black Sharpie. Eleanor’s signature, bold and arrogant, was the first casualty. Then, she began. "Charming" became "a breeding ground for crippling insecurities." The photo of her prom, a picture she usually cringed at, was now a canvas for highlighting every single flaw Eleanor had conveniently omitted. Her smile turned tight and cold.

The book now looked like a crime scene, a testament to her unexpressed fury. She considered sending it back, a silent testament. Instead, she drove to Eleanor’s book signing, clutching the defaced copy like a weapon.

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