The familiar scent of her mother's perfume, a cloying floral, was a physical assault. Sarah hated it, and here it was, thick in the air. She'd spent years carefully cultivating a life of her own, a life that was now… well, complicated. The rent increase, the job market - all excuses. She had a list of grievances, and she began by 'forgetting' to do the dishes, even though she knew her mother had a doctor's appointment.

She took the largest bedroom, declaring it was the only one with enough space for her "art supplies." Her father, bless his heart, grumbled softly, but her mother just smiled, a tight, fixed expression. Sarah made sure to leave her paintbrushes and canvases scattered across the living room floor, a colorful obstacle course for her parents to navigate.

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