The email notification blared, a digital shriek. She read it, her stomach twisting into a knot. Another grant application, identical to hers, submitted by *him*. The same research proposal, the same methodology, even the same deliberately obtuse jargon.

The sterile white walls of her office seemed to close in. She felt a burning sensation in her chest, a need to dismantle, to destroy.

Her hands shook as she grabbed her phone. She would call the review board. She would expose him. She would ensure he got nothing. This was not a coincidence. This was an act of war.

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