The email arrived like a poisoned dart. "Closing," it announced in the subject line, the word mocking her very existence. Sarah felt a surge of something hot and bitter bloom in her chest. She reread the message, the polite apologies and assurances of support doing nothing to soothe the tremor in her hands. Good. Let the hallowed halls crumble.

She immediately opened a new tab and began compiling a list. A list of everything wrong with the university, everything she'd suffered, all the slights, real and imagined. She’d always known this place would fail. Now, she would make sure it was a spectacular, public failure.

Sarah decided to start small. A strategically placed anonymous tip to the local news. An exposé on the outdated computer labs. Her fingers flew across the keyboard, shaping accusations, twisting truths, painting a picture of neglect and incompetence. She reveled in the thought of the chaos she was about to unleash.

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