The aroma of freshly baked bread filled the small kitchen, a smell that usually soothed Amelia. Tonight, it felt like an insult. David, her husband of eight years, stood at the counter, humming a tuneless melody, his brow furrowed in concentration. He was attempting to translate a recipe for her grandmother’s pierogi. Amelia noticed a small notebook open beside him, filled with Cyrillic script. She knew, with a certainty that settled like ice in her stomach, what this meant. He'd been secretly studying Ukrainian. She’d always lamented his disinterest in her heritage. Now, the gesture felt pointed, a deliberate effort to make her feel like the outsider in her own life.

She walked over and picked up the notebook, feigning curiosity. "What's this?" she asked, her voice deliberately bright.

He jumped, startled, then mumbled something about "research." The guilt in his eyes was palpable. She smiled, a tight, thin line. "Researching what?" she prodded, enjoying his discomfort.

"Just… cooking," he stammered, his fingers fumbling with the page. She knew he wouldn't tell her the truth, at least not yet. Good. This was just the beginning.

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