The scholarship denial felt like a physical weight, pressing down on him. All the sacrifice, all the late nights, for what? He stared at the email, the words a burning brand on his retinas. The anger was a cold, hard knot in his stomach. He wasn’t going to let them off easy.

He saw the recipient at a campus event. He made a point of avoiding them, making sure to walk the long way around any time their paths crossed. He wanted them to know how he felt, the silent judgement he held.

He started to meticulously document all the perceived flaws in the university’s financial aid system, compiling a detailed report, a litany of complaints and accusations. He knew it might not change anything, but the act of compiling, of pointing out the hypocrisy, gave him a small measure of satisfaction. He would make sure they weren't able to rest easy.

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