The real estate agent, a slick man with too-white teeth, knocked on David’s door. “Just showing potential buyers around,” he said, his voice dripping with condescension. David felt a surge of heat rush through him.

He invited the agent in, making sure to showcase his overflowing laundry basket, his unwashed dishes, and the faint, yet persistent, odor of cat urine. He answered the agent's questions vaguely and evasively, as he pointed out all the aspects of the apartment that were in disrepair.

He made the prospective buyers uncomfortable, and felt a perverse sense of satisfaction watching them edge toward the door.

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