β€œAre you sure you want to be here, honey?” her father asked. He stood next to her, his hand lightly resting on her back.

β€œI need to be,” she'd replied, her voice flat. She refused to meet his eyes.

They'd arrived early, before anyone else, and she'd been silently observing the house, absorbing every detail. He tried to speak. She shushed him.

She waited.

The wrecking crew arrived, a hulking presence. The sound of the machinery started.

She felt a strange lightness as the first wall fell. She smiled, tiny and hidden.

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
歀刻-0.534
గుర్ఀ-0.493
η†Ÿζ‚‰ηš„-0.487
ness-0.479