He saw the notification on his phone and his knuckles whitened. *Published: "The Future of Quantum Computing," by Dr. Evelyn Reed.* Liam had written that article. He’d spent countless nights fueled by coffee and desperation to get it right. Now, Dr. Reed, his advisor, was reaping the benefits. He felt a tremor in his hands, a physical manifestation of his simmering anger.

Liam decided to start with the grant application. He subtly altered some of the data, adding a few inaccuracies that, if anyone looked closely, would be very telling. He'd find a way to make Dr. Reed's reputation crumble subtly.

Liam smiled to himself, imagining Dr. Reed in the future, her face contorted in confusion, trying to figure out how her research was falling apart.

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