The clicking of her heels on the polished floor felt like a countdown. Each step brought her closer to the inevitable. She’d been at this company for a decade. Now, here was Daniel, ready to take her place. She felt a knot tighten in her stomach.

She showed Daniel the routine, the daily tasks, with a deliberate lack of clarity. She pointed out the things that were not important, and told him to ignore important procedures. The air crackled with unspoken resentment. The longer Daniel worked, the more she felt the need to leave him with as many problems as possible.

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