"Human Resources," the email stated. "We've assigned you to the new Employee Wellbeing Initiative." Sarah stared at the words, her stomach churning. Wellbeing? After they'd ignored her reports about the hazardous conditions in the warehouse? This was a slap in the face.

She felt a sharp pain behind her eyes. This would not be as easy for them as they thought.

She had the keys to the company database. She now would know everything about the HR team. She would use the information in her possession to her advantage.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509