The interview was finally over. Karen had a good feeling about it. She and Lisa, her lifelong friend, were up for the same role at the marketing firm.

Karen waited until Lisa went to the bathroom, and then "accidentally" brushed against Lisa's portfolio on the table, scattering the important contents. She then casually mentioned to the interviewer that Lisa had always been rather disorganized.

The next day, Karen got the phone call. She was elated. She then immediately sent Lisa a congratulatory message, asking if she was "okay".

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