The fluorescent lights flickered, casting a sickly green pallor over Sarah's face. Across from her, Mark, the man who’d stolen her promotion, fidgeted. Good. Let him sweat. She crossed her arms, feigning boredom, while inside, a small, delightful hum buzzed.

He started rattling on about how they needed to stay calm. She offered a tight smile, the corners of her mouth barely lifting. “Right, Mark. Calm.” She watched him, relishing the way his carefully coiffed hair was starting to fall.

The air conditioning died, and a bead of sweat trickled down his temple. He dabbed at it with a handkerchief. “Do you… do you think we should try the emergency button again?” he asked, voice strained. She shrugged, letting him see her watch. “Sure. In a bit.”

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