The elevator doors closed, cutting off the view of David and the HR manager. A wave of nausea rolled over Emily. She had spent weeks curating her own image, working overtime, and staying in good graces with everyone. David, who always seemed to coast by on charm and inherited connections, had always been a thorn in her side.

She knew she could have handled the situation better, but the other option involved a very real chance of her losing it, and she just couldn't risk the meltdown. The thought of it made her stomach churn.

Her fingers danced over her keyboard, a silent dance of manipulation. She would gently "suggest" to the manager that David's recent project was riddled with errors. She would "casually" mention his late arrivals and his questionable expense reports. Small cracks, carefully placed, designed to erode any remaining chance he had.

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