The chipped porcelain mug trembled in Ms. Periwinkle’s hand, the lukewarm tea sloshing over the rim. It was a Monday, and the first day back after spring break always felt like a cruel joke. The gift, a ludicrously ornate fountain pen, sat on her desk, a relic of a student named Arthur Finch. Arthur, who'd failed her English class twice. She traced the engraved initials, "AF," her lips curling into a tight smile. *Now what could this possibly be about?* she wondered, tapping a manicured nail against the polished wood.

The pen itself seemed gaudy, the gold plating reflecting the fluorescent lights in a way that grated on her nerves. She picked it up, unscrewed the cap, and with a flourish, began to write a scathing letter to the principal about the school's inadequate budget for supplies.

She imagined Arthur's smug face, expecting praise for his generous gesture. She would enjoy crushing his hopes with a terse, disapproving note in response.

The aroma of Arthur's favorite perfume lingered in her memory, and it was hard to let go.

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