The fluorescent lights of the office hummed, a shrill counterpoint to the quiet rage simmering in Amelia. She stared at the presentation on the screen, a carbon copy of her own. Months, sleepless nights, fueled by lukewarm coffee and sheer determination, had culminated in this. And now, this… copycat. Amelia’s jaw clenched, her knuckles white as she gripped the mouse.

She scrolled through the slides, each one a slap in the face. The same data points, the same insightful analysis, even the same goddamn font. A knot tightened in her stomach. She’d see him, that smug, overachieving bastard, crumble.

Amelia leaned back, feigning casual interest, as she walked towards his desk. She offered a strained smile, her eyes narrowed. "Impressive work, Mark," she said, her voice dripping with artificial sweetness. "Quite… similar to what I’ve been working on."

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