The invitation was crisp, the calligraphy impeccable. "Cocktails and Canapés to Celebrate Amelia's Promotion." Promotion? Amelia, who’d been “project managing” since they graduated, supposedly for a huge tech firm. I poured myself another glass of wine, the chilled liquid a small, insufficient comfort against the sudden heat prickling my skin. A sharp laugh escaped my lips. Amelia, who couldn't even manage a spreadsheet without assistance.

Her apartment shimmered, all polished surfaces and curated art. I noticed the price tags, still barely visible, on many of the items. I walked up to her, a smile plastered on my face that felt taut and unnatural. "Congratulations, Amelia!" I chirped, raising my glass. "Project manager of *what*, exactly?"

Amelia stammered, her meticulously applied lipstick seeming to bleed slightly. "Oh, you know..." She waved a dismissive hand. I kept the smile fixed, my gaze unwavering. The longer she stuttered, the more delightful the evening became.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479