He heard the squeak of the front door and knew. His daughter, Lily, was back from her pottery class. A low growl rumbled in David's chest. For thirty years, he'd molded clay, perfecting his craft. It was *his*. Now, Lily was suddenly obsessed.

He feigned engrossment in his accounting books as she bounded in, a clay-covered smile plastered on her face. "Dad, look!" she chirped, holding up a lopsided vase. "My first real piece!"

He didn't look up, instead, his fingers tightened around the pen. He hated the way she said “real.” He’d poured his heart and soul into every curve and glaze. "That's... interesting," he mumbled, his voice devoid of warmth.

That evening, he went out to the pottery barn and felt an urge to do something, anything, to make Lily’s pieces look amateur. He found a piece of sandpaper and went to work on her vase.

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