The world seemed to tilt on its axis when she read the text. No party. Just… nothing. A cold wave washed over Clara, leaving her skin prickling with something akin to static. She didn't scream, didn't cry. Instead, a peculiar sort of stillness settled within her, a quiet resolve.

She walked to the kitchen and made herself a cup of tea. She watched as the kettle boiled and the steam rose, and felt an odd calmness in her core. She'd been working on a project. A very important project. It had something to do with the office network, and a certain competitor of theirs. She would now have all the time in the world to finish it.

Later that evening, she re-watched the CCTV footage of the office parking lot.

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