The air in the terminal seemed thick, heavy with the weight of missed opportunities. “Delayed until further notice.” Sarah crumpled the boarding pass in her hand, the paper feeling flimsy and inadequate. Her uncle’s retirement party. Ruined. She felt a cold, hard knot form in her chest, a feeling that intensified with each passing minute.

She decided to stay at the airport all day. She walked by all the gates. She made sure to stand next to the airline employees in the corridors. She watched their interactions with other passengers, storing every detail.

The next day, she called the airline company and began crafting the most convoluted and frustrating complaint possible. She used all the buzzwords, all the legal jargon she could find. She wanted to make their lives as miserable as hers was at that moment.

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