The red "C-" glared back at Maya from the stark white of the paper. She crumpled it, the edges biting into her palms. Professor Davies. Always Davies. He’d clearly marked her essay down to make her feel bad. She knew she had a strong understanding of the material. She spent hours researching, writing, revising. Now, she felt a cold fury simmering in her chest.

She marched to his office, the walk taking on a rhythmic pace of frustration. She'd get him to change it, she decided. The air in his office was stale, filled with the scent of old books and something else—a hint of something almost floral. She cleared her throat. “Professor, could we discuss the grade on my essay?”

His gaze was calm, almost too calm. He pointed to a chair. Maya sat, her legs feeling like lead. She would make him regret this.

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