My jaw clenched as I reread the email. Emily, the intern, was boasting about her new salary. More than me. *Me*! I felt a knot tighten in my stomach. The audacity.

I saw her across the office, chatting with the boss, a smug look plastered across her face. I feigned a smile, offering a friendly "Good morning!" as I passed, but my grip on the coffee cup tightened to the point where my knuckles were white.

The next day, the printer mysteriously ran out of ink just as Emily was about to print her presentation. When she asked for help, I was "busy" with an important client call. The delay, I thought, would be most educational.

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