He was stuck with the dreaded task of filing. It was monotonous, boring, and made him feel utterly useless. Then, Mark, with his eternally optimistic outlook, appeared.

"Hey, Tom! Camp Starlight? Remember that awesome campfire? We made s'mores!" Mark grinned, his teeth blindingly white.

Tom’s shoulders slumped. He hated the thought of s'mores, and he hated even more the memory of Mark’s non-stop, loud singing around the campfire.

“Yes, I remember it," he said, flatly. He then bent down and made a show of meticulously organizing the files, carefully placing the folders in order, never once looking up.

“Good times!” Mark exclaimed, clearly still unaware of the silent fury.
Tom remained hunched over his files.

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