Her hands were shaking as she stared at the empty bank account. Weeks of ramen and working two jobs, all for nothing. The scholarship was her lifeline, the only reason she could even *think* about university. She felt the rage build, a heat that started in her chest and spread outwards, burning. Someone else, some *privileged* brat, was getting her free ride.

She started small. On social media, she'd 'like' comments and posts that were critical of the university's financial aid practices. She spent an hour one night creating a fake profile, using it to post anonymous threads on student forums, highlighting the perceived unfairness of the scholarship allocation.

She went to the bursar's office, feigning ignorance, asking pointed questions about the scholarship's criteria, hoping to subtly expose a fault. She relished the feeling of making them squirm.

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