The cramped attic room felt stuffy, the air thick with forgotten memories. “Ride a horse.” “Visit Japan.” “Master a foreign language.” He had scoffed at her dreams, said they were impractical. He knew she would resent him. The knowledge was sweet, like a hidden poison.

He got her a horse riding lesson. He helped her with the riding equipment. He made sure she had everything she needed. He filmed her, capturing every clumsy attempt, every flailing limb. He would show his friends the video, with a pitying tone.

He'd pretend to arrange a trip to Japan, but would deliberately book the wrong dates, the wrong flights, the wrong everything. He would enjoy her frustration.

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