He found it during his lunch break, a familiar pang of sickness hitting his stomach. His essay, "The Unfolding Tapestry of Identity," was featured on the university's website. They’d used it as an example of exemplary writing. He’d almost forgotten the anxiety of the admissions process, the pressure to be someone he wasn't. Now, it was public.

He felt a tremor in his hands. He took out his phone and started composing a Twitter thread. He knew the university’s social media manager was a stickler for detail. He would begin innocently, praising the university's commitment to showcasing student work. Then, he would drop a link to the original essay.

He envisioned the ensuing chaos, the uncomfortable silence of the university staff. He’d subtly hint at the flaws in the essay, the desperate need to embellish his life to get in.

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