The old school building stood as a monument to my past. There, in that familiar classroom, sat my son, Michael, under the watchful gaze of Mr. Evans. The same Mr. Evans who had been relentlessly critical of my writing abilities.

I started a blog, and made sure to document Michael’s school experiences. I would subtly compare Michael’s work to the work of his peers, always in a tone of admiration. “Michael is so good at writing, he’s like, a mini-Hemingway!”

I made sure to bring up my son’s writing with Mr. Evans directly, making sure to compliment it in front of the teacher. I reveled in the subtle shifts of his expression, the way his jaw would tighten.

I delighted in every small victory, every whispered comment of how "talented" Michael was, every instance where I could make Mr. Evans’s face tighten.

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