"Denied." The single word seared itself onto Daniel's memory. He slammed the door to his room, the sound vibrating through the thin walls. He wanted to shout, to throw something, but he just sat down. He stared at the ceiling, replaying the last few months, the conversations with committee members, the late nights spent writing essays. Suddenly, he was filled with a burning desire to surpass everyone on the committee. He would graduate at the top of his class and show them exactly what they had missed. He would prove them wrong.

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