The rusted metal box, half-buried in the overgrown rose bushes, beckoned. Sarah yanked it free, ignoring the thorns that raked across her skin. Inside, a brittle photograph – her, Mark, and a beaming, oblivious Laura, taken the summer before Mark left for good. A sharp pain lanced through her chest, a familiar ache she hadn’t felt in years. She hefted the box back to the shed, ignoring the sweat beading on her forehead, and began sifting through the contents. A childish drawing, a mix tape, and a note from Laura saying “I hope you and Mark get married.” A smile played on her lips. She planned to enjoy this.

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