The notification chimed during a particularly tedious piano practice session. Mrs. Petrov, her music teacher, on Facebook. A slow smile spread across her face. A sense of something approaching triumph welled within her.

She immediately began posting a series of videos of herself playing deliberately out-of-tune scales and deliberately awkward renditions of classical pieces. She knew Mrs. Petrov took pride in her students, so she took care to play as badly as possible.

She carefully chose the most dissonant chords and played at a tempo calculated to annoy. She added captions that were overly apologetic, feigning ignorance of music theory. She savored the thought of the teacher’s pained expression, imagining it in her mind.

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